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Automated Leaderboard Update

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  1. all_data_tasks/0/default.jsonl +0 -0
  2. all_data_tasks/1/default.jsonl +0 -0
  3. all_data_tasks/10/default.jsonl +0 -0
  4. all_data_tasks/11/default.jsonl +0 -0
  5. all_data_tasks/12/default.jsonl +0 -0
  6. all_data_tasks/13/default.jsonl +0 -0
  7. all_data_tasks/14/default.jsonl +27 -27
  8. all_data_tasks/15/default.jsonl +59 -59
  9. all_data_tasks/16/default.jsonl +98 -86
  10. all_data_tasks/17/default.jsonl +86 -60
  11. all_data_tasks/18/default.jsonl +87 -61
  12. all_data_tasks/19/default.jsonl +86 -58
  13. all_data_tasks/2/default.jsonl +0 -0
  14. all_data_tasks/20/default.jsonl +86 -60
  15. all_data_tasks/21/default.jsonl +96 -82
  16. all_data_tasks/22/default.jsonl +86 -59
  17. all_data_tasks/23/default.jsonl +59 -59
  18. all_data_tasks/24/default.jsonl +30 -30
  19. all_data_tasks/25/default.jsonl +21 -21
  20. all_data_tasks/26/default.jsonl +65 -61
  21. all_data_tasks/27/default.jsonl +48 -24
  22. all_data_tasks/28/default.jsonl +54 -30
  23. all_data_tasks/29/default.jsonl +47 -23
  24. all_data_tasks/3/default.jsonl +0 -0
  25. all_data_tasks/30/default.jsonl +62 -58
  26. all_data_tasks/31/default.jsonl +25 -26
  27. all_data_tasks/32/default.jsonl +25 -26
  28. all_data_tasks/33/default.jsonl +25 -26
  29. all_data_tasks/34/default.jsonl +25 -26
  30. all_data_tasks/35/default.jsonl +25 -26
  31. all_data_tasks/36/default.jsonl +25 -26
  32. all_data_tasks/37/default.jsonl +25 -26
  33. all_data_tasks/38/default.jsonl +59 -59
  34. all_data_tasks/39/default.jsonl +0 -0
  35. all_data_tasks/4/default.jsonl +0 -0
  36. all_data_tasks/40/default.jsonl +0 -0
  37. all_data_tasks/41/default.jsonl +17 -17
  38. all_data_tasks/42/default.jsonl +19 -19
  39. all_data_tasks/43/default.jsonl +36 -36
  40. all_data_tasks/44/default.jsonl +14 -14
  41. all_data_tasks/45/default.jsonl +14 -14
  42. all_data_tasks/46/default.jsonl +11 -11
  43. all_data_tasks/5/default.jsonl +0 -0
  44. all_data_tasks/6/default.jsonl +0 -0
  45. all_data_tasks/7/default.jsonl +0 -0
  46. all_data_tasks/8/default.jsonl +0 -0
  47. all_data_tasks/9/default.jsonl +0 -0
  48. boards_data/bright/data_tasks/Retrieval/default.jsonl +14 -14
  49. boards_data/bright_long/data_tasks/Retrieval/default.jsonl +14 -14
  50. boards_data/coir/data_tasks/Retrieval/default.jsonl +11 -11
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all_data_tasks/13/default.jsonl CHANGED
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all_data_tasks/14/default.jsonl CHANGED
@@ -1,27 +1,27 @@
1
- {"index":8,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","BornholmBitextMining":47.37}
2
- {"index":13,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":46.4}
3
- {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"BornholmBitextMining":44.16}
4
- {"index":15,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"BornholmBitextMining":43.89}
5
- {"index":12,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"BornholmBitextMining":40.27}
6
- {"index":10,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"BornholmBitextMining":40.15}
7
- {"index":9,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"BornholmBitextMining":40.09}
8
- {"index":1,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"BornholmBitextMining":37.97}
9
- {"index":21,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"BornholmBitextMining":29.68}
10
- {"index":4,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":14.08}
11
- {"index":7,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":11.65}
12
- {"index":5,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"BornholmBitextMining":9.88}
13
- {"index":2,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.6}
14
- {"index":25,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.34}
15
- {"index":17,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"BornholmBitextMining":6.08}
16
- {"index":6,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":4.53}
17
- {"index":26,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":4.42}
18
- {"index":18,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"BornholmBitextMining":2.9}
19
- {"index":16,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"BornholmBitextMining":1.44}
20
- {"index":3,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"BornholmBitextMining":0.85}
21
- {"index":0,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"BornholmBitextMining":""}
22
- {"index":11,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"BornholmBitextMining":""}
23
- {"index":19,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"BornholmBitextMining":""}
24
- {"index":20,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"BornholmBitextMining":""}
25
- {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"BornholmBitextMining":""}
26
- {"index":23,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"BornholmBitextMining":""}
27
- {"index":24,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":""}
 
1
+ {"index":8,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","BornholmBitextMining":47.37}
2
+ {"index":13,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"BornholmBitextMining":46.4}
3
+ {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"BornholmBitextMining":44.16}
4
+ {"index":15,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"BornholmBitextMining":43.89}
5
+ {"index":12,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"BornholmBitextMining":40.27}
6
+ {"index":10,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"BornholmBitextMining":40.15}
7
+ {"index":9,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":40.09}
8
+ {"index":1,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"BornholmBitextMining":37.97}
9
+ {"index":21,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"BornholmBitextMining":29.68}
10
+ {"index":4,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":14.08}
11
+ {"index":7,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"BornholmBitextMining":11.65}
12
+ {"index":5,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":9.88}
13
+ {"index":2,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":6.6}
14
+ {"index":25,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"BornholmBitextMining":6.34}
15
+ {"index":17,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":6.08}
16
+ {"index":6,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"BornholmBitextMining":4.53}
17
+ {"index":26,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"BornholmBitextMining":4.42}
18
+ {"index":18,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Embedding Dimensions":1024,"Max Tokens":512,"BornholmBitextMining":2.9}
19
+ {"index":16,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":256,"Max Tokens":512,"BornholmBitextMining":1.44}
20
+ {"index":3,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":256,"Max Tokens":512,"BornholmBitextMining":0.85}
21
+ {"index":0,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"BornholmBitextMining":""}
22
+ {"index":11,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"BornholmBitextMining":""}
23
+ {"index":19,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"BornholmBitextMining":""}
24
+ {"index":20,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"BornholmBitextMining":""}
25
+ {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"BornholmBitextMining":""}
26
+ {"index":23,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"BornholmBitextMining":""}
27
+ {"index":24,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"BornholmBitextMining":""}
all_data_tasks/15/default.jsonl CHANGED
@@ -1,59 +1,59 @@
1
- {"index":28,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
2
- {"index":20,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":59.16,"AngryTweetsClassification":53.8,"DKHateClassification":60.09,"DanishPoliticalCommentsClassification":36.6,"LccSentimentClassification":57.33,"MassiveIntentClassification (da)":60.55,"MassiveScenarioClassification (da)":64.16,"NordicLangClassification":77.68,"ScalaDaClassification":63.08}
3
- {"index":16,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.9,"AngryTweetsClassification":52.14,"DKHateClassification":62.13,"DanishPoliticalCommentsClassification":35.04,"LccSentimentClassification":56.27,"MassiveIntentClassification (da)":57.03,"MassiveScenarioClassification (da)":60.43,"NordicLangClassification":85.27,"ScalaDaClassification":62.85}
4
- {"index":27,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
5
- {"index":57,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
6
- {"index":15,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":57.68,"AngryTweetsClassification":52.14,"DKHateClassification":61.73,"DanishPoliticalCommentsClassification":34.84,"LccSentimentClassification":51.4,"MassiveIntentClassification (da)":56.69,"MassiveScenarioClassification (da)":61.93,"NordicLangClassification":84.69,"ScalaDaClassification":57.99}
7
- {"index":35,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
8
- {"index":30,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
9
- {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
10
- {"index":36,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
11
- {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
12
- {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
13
- {"index":23,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
14
- {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":46.67,"AngryTweetsClassification":44.46,"DKHateClassification":59.36,"DanishPoliticalCommentsClassification":28.32,"LccSentimentClassification":47.2,"MassiveIntentClassification (da)":42.84,"MassiveScenarioClassification (da)":49.64,"NordicLangClassification":51.45,"ScalaDaClassification":50.12}
15
- {"index":33,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
16
- {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
17
- {"index":7,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":45.58,"AngryTweetsClassification":44.58,"DKHateClassification":55.53,"DanishPoliticalCommentsClassification":28.97,"LccSentimentClassification":41.2,"MassiveIntentClassification (da)":37.98,"MassiveScenarioClassification (da)":40.44,"NordicLangClassification":62.45,"ScalaDaClassification":53.53}
18
- {"index":40,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
19
- {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":33.61,"AngryTweetsClassification":40.52,"DKHateClassification":52.28,"DanishPoliticalCommentsClassification":25.17,"LccSentimentClassification":36.67,"MassiveIntentClassification (da)":6.51,"MassiveScenarioClassification (da)":11.5,"NordicLangClassification":44.53,"ScalaDaClassification":51.66}
20
- {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.61,"MassiveScenarioClassification (da)":54.87,"NordicLangClassification":"","ScalaDaClassification":""}
21
- {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":63.67,"MassiveScenarioClassification (da)":71.61,"NordicLangClassification":"","ScalaDaClassification":""}
22
- {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":46.17,"DKHateClassification":55.9,"DanishPoliticalCommentsClassification":28.33,"LccSentimentClassification":42.27,"MassiveIntentClassification (da)":40.37,"MassiveScenarioClassification (da)":49.35,"NordicLangClassification":"","ScalaDaClassification":50.11}
23
- {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":31.47,"MassiveScenarioClassification (da)":39.79,"NordicLangClassification":"","ScalaDaClassification":""}
24
- {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":35.53,"MassiveScenarioClassification (da)":42.65,"NordicLangClassification":"","ScalaDaClassification":""}
25
- {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
26
- {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AngryTweetsClassification":56.08,"DKHateClassification":"","DanishPoliticalCommentsClassification":40.88,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":61.0,"ScalaDaClassification":50.43}
27
- {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
28
- {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.0,"MassiveScenarioClassification (da)":51.92,"NordicLangClassification":"","ScalaDaClassification":""}
29
- {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":62.97,"MassiveScenarioClassification (da)":68.93,"NordicLangClassification":"","ScalaDaClassification":""}
30
- {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.18,"MassiveScenarioClassification (da)":45.44,"NordicLangClassification":"","ScalaDaClassification":""}
31
- {"index":14,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":43.56,"MassiveScenarioClassification (da)":44.75,"NordicLangClassification":"","ScalaDaClassification":""}
32
- {"index":17,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":55.06,"MassiveScenarioClassification (da)":64.26,"NordicLangClassification":"","ScalaDaClassification":""}
33
- {"index":18,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":51.23,"MassiveScenarioClassification (da)":53.52,"NordicLangClassification":"","ScalaDaClassification":""}
34
- {"index":19,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.67,"MassiveScenarioClassification (da)":44.68,"NordicLangClassification":"","ScalaDaClassification":""}
35
- {"index":21,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
36
- {"index":25,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":72.53,"MassiveScenarioClassification (da)":76.76,"NordicLangClassification":"","ScalaDaClassification":""}
37
- {"index":29,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":71.81,"MassiveScenarioClassification (da)":77.61,"NordicLangClassification":"","ScalaDaClassification":""}
38
- {"index":31,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":49.54,"MassiveScenarioClassification (da)":52.53,"NordicLangClassification":"","ScalaDaClassification":""}
39
- {"index":32,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":46.93,"MassiveScenarioClassification (da)":49.11,"NordicLangClassification":"","ScalaDaClassification":""}
40
- {"index":34,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":63.67,"MassiveScenarioClassification (da)":71.61,"NordicLangClassification":"","ScalaDaClassification":""}
41
- {"index":37,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
42
- {"index":38,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":58.25,"MassiveScenarioClassification (da)":65.24,"NordicLangClassification":"","ScalaDaClassification":""}
43
- {"index":39,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.43,"MassiveScenarioClassification (da)":49.47,"NordicLangClassification":"","ScalaDaClassification":""}
44
- {"index":41,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
45
- {"index":42,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.47,"MassiveScenarioClassification (da)":39.93,"NordicLangClassification":"","ScalaDaClassification":""}
46
- {"index":43,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":52.33,"MassiveScenarioClassification (da)":62.55,"NordicLangClassification":"","ScalaDaClassification":""}
47
- {"index":44,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.3,"MassiveScenarioClassification (da)":54.88,"NordicLangClassification":"","ScalaDaClassification":""}
48
- {"index":45,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":48.42,"MassiveScenarioClassification (da)":57.28,"NordicLangClassification":"","ScalaDaClassification":""}
49
- {"index":46,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
50
- {"index":47,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
51
- {"index":48,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.82,"MassiveScenarioClassification (da)":48.36,"NordicLangClassification":"","ScalaDaClassification":""}
52
- {"index":49,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.76,"MassiveScenarioClassification (da)":51.44,"NordicLangClassification":"","ScalaDaClassification":""}
53
- {"index":50,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":47.69,"MassiveScenarioClassification (da)":55.79,"NordicLangClassification":"","ScalaDaClassification":""}
54
- {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":32.25,"MassiveScenarioClassification (da)":41.14,"NordicLangClassification":"","ScalaDaClassification":""}
55
- {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":56.74,"MassiveScenarioClassification (da)":63.07,"NordicLangClassification":"","ScalaDaClassification":""}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
57
- {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.27,"MassiveScenarioClassification (da)":44.79,"NordicLangClassification":"","ScalaDaClassification":""}
58
- {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.27,"MassiveScenarioClassification (da)":44.79,"NordicLangClassification":"","ScalaDaClassification":""}
59
- {"index":56,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.27,"MassiveScenarioClassification (da)":44.79,"NordicLangClassification":"","ScalaDaClassification":""}
 
1
+ {"index":28,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
2
+ {"index":20,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.16,"AngryTweetsClassification":53.8,"DKHateClassification":60.09,"DanishPoliticalCommentsClassification":36.6,"LccSentimentClassification":57.33,"MassiveIntentClassification (da)":60.55,"MassiveScenarioClassification (da)":64.16,"NordicLangClassification":77.68,"ScalaDaClassification":63.08}
3
+ {"index":16,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.9,"AngryTweetsClassification":52.14,"DKHateClassification":62.13,"DanishPoliticalCommentsClassification":35.04,"LccSentimentClassification":56.27,"MassiveIntentClassification (da)":57.03,"MassiveScenarioClassification (da)":60.43,"NordicLangClassification":85.27,"ScalaDaClassification":62.85}
4
+ {"index":27,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
5
+ {"index":57,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
6
+ {"index":15,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.68,"AngryTweetsClassification":52.14,"DKHateClassification":61.73,"DanishPoliticalCommentsClassification":34.84,"LccSentimentClassification":51.4,"MassiveIntentClassification (da)":56.69,"MassiveScenarioClassification (da)":61.93,"NordicLangClassification":84.69,"ScalaDaClassification":57.99}
7
+ {"index":35,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
8
+ {"index":30,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
9
+ {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
10
+ {"index":36,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
11
+ {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
12
+ {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
13
+ {"index":23,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
14
+ {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.67,"AngryTweetsClassification":44.46,"DKHateClassification":59.36,"DanishPoliticalCommentsClassification":28.32,"LccSentimentClassification":47.2,"MassiveIntentClassification (da)":42.84,"MassiveScenarioClassification (da)":49.64,"NordicLangClassification":51.45,"ScalaDaClassification":50.12}
15
+ {"index":33,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":256,"Max Tokens":512,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
16
+ {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
17
+ {"index":7,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.58,"AngryTweetsClassification":44.58,"DKHateClassification":55.53,"DanishPoliticalCommentsClassification":28.97,"LccSentimentClassification":41.2,"MassiveIntentClassification (da)":37.98,"MassiveScenarioClassification (da)":40.44,"NordicLangClassification":62.45,"ScalaDaClassification":53.53}
18
+ {"index":40,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":256,"Max Tokens":512,"Average":33.61,"AngryTweetsClassification":40.52,"DKHateClassification":52.28,"DanishPoliticalCommentsClassification":25.17,"LccSentimentClassification":36.67,"MassiveIntentClassification (da)":6.51,"MassiveScenarioClassification (da)":11.5,"NordicLangClassification":44.53,"ScalaDaClassification":51.66}
20
+ {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.61,"MassiveScenarioClassification (da)":54.87,"NordicLangClassification":"","ScalaDaClassification":""}
21
+ {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":63.67,"MassiveScenarioClassification (da)":71.61,"NordicLangClassification":"","ScalaDaClassification":""}
22
+ {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":46.17,"DKHateClassification":55.9,"DanishPoliticalCommentsClassification":28.33,"LccSentimentClassification":42.27,"MassiveIntentClassification (da)":40.37,"MassiveScenarioClassification (da)":49.35,"NordicLangClassification":"","ScalaDaClassification":50.11}
23
+ {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":31.47,"MassiveScenarioClassification (da)":39.79,"NordicLangClassification":"","ScalaDaClassification":""}
24
+ {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":35.53,"MassiveScenarioClassification (da)":42.65,"NordicLangClassification":"","ScalaDaClassification":""}
25
+ {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
26
+ {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AngryTweetsClassification":56.08,"DKHateClassification":"","DanishPoliticalCommentsClassification":40.88,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":61.0,"ScalaDaClassification":50.43}
27
+ {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
28
+ {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.0,"MassiveScenarioClassification (da)":51.92,"NordicLangClassification":"","ScalaDaClassification":""}
29
+ {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":62.97,"MassiveScenarioClassification (da)":68.93,"NordicLangClassification":"","ScalaDaClassification":""}
30
+ {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.18,"MassiveScenarioClassification (da)":45.44,"NordicLangClassification":"","ScalaDaClassification":""}
31
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34
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36
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37
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38
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39
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40
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41
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42
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43
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46
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47
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48
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49
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50
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51
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55
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56
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57
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all_data_tasks/16/default.jsonl CHANGED
@@ -1,86 +1,98 @@
1
- {"index":9,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
2
- {"index":11,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
3
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4
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5
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6
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7
- {"index":37,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
8
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9
- {"index":61,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
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11
- {"index":4,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
12
- {"index":63,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
13
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14
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15
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16
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17
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18
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19
- {"index":65,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.11,"AmazonReviewsClassification (fr)":35.11,"MasakhaNEWSClassification (fra)":75.17,"MassiveIntentClassification (fr)":66.48,"MassiveScenarioClassification (fr)":71.47,"MTOPDomainClassification (fr)":88.52,"MTOPIntentClassification (fr)":65.93}
20
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21
- {"index":55,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.8,"AmazonReviewsClassification (fr)":40.94,"MasakhaNEWSClassification (fra)":79.69,"MassiveIntentClassification (fr)":67.95,"MassiveScenarioClassification (fr)":71.89,"MTOPDomainClassification (fr)":84.79,"MTOPIntentClassification (fr)":55.51}
22
- {"index":26,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.74,"AmazonReviewsClassification (fr)":40.35,"MasakhaNEWSClassification (fra)":77.44,"MassiveIntentClassification (fr)":64.99,"MassiveScenarioClassification (fr)":71.72,"MTOPDomainClassification (fr)":86.83,"MTOPIntentClassification (fr)":59.13}
23
- {"index":28,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":66.54,"AmazonReviewsClassification (fr)":44.11,"MasakhaNEWSClassification (fra)":69.81,"MassiveIntentClassification (fr)":66.14,"MassiveScenarioClassification (fr)":72.74,"MTOPDomainClassification (fr)":87.82,"MTOPIntentClassification (fr)":58.63}
24
- {"index":93,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.37,"AmazonReviewsClassification (fr)":35.09,"MasakhaNEWSClassification (fra)":72.04,"MassiveIntentClassification (fr)":65.8,"MassiveScenarioClassification (fr)":73.47,"MTOPDomainClassification (fr)":88.19,"MTOPIntentClassification (fr)":63.64}
25
- {"index":66,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":65.96,"AmazonReviewsClassification (fr)":34.62,"MasakhaNEWSClassification (fra)":74.29,"MassiveIntentClassification (fr)":65.67,"MassiveScenarioClassification (fr)":71.61,"MTOPDomainClassification (fr)":86.97,"MTOPIntentClassification (fr)":62.59}
26
- {"index":96,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.92,"AmazonReviewsClassification (fr)":43.51,"MasakhaNEWSClassification (fra)":72.61,"MassiveIntentClassification (fr)":65.15,"MassiveScenarioClassification (fr)":69.94,"MTOPDomainClassification (fr)":85.33,"MTOPIntentClassification (fr)":59.01}
27
- {"index":45,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":65.82,"AmazonReviewsClassification (fr)":37.97,"MasakhaNEWSClassification (fra)":80.62,"MassiveIntentClassification (fr)":62.65,"MassiveScenarioClassification (fr)":69.29,"MTOPDomainClassification (fr)":85.74,"MTOPIntentClassification (fr)":58.62}
28
- {"index":29,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.18,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":78.44,"MassiveIntentClassification (fr)":64.57,"MassiveScenarioClassification (fr)":69.04,"MTOPDomainClassification (fr)":84.19,"MTOPIntentClassification (fr)":58.35}
29
- {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":65.09,"AmazonReviewsClassification (fr)":43.52,"MasakhaNEWSClassification (fra)":80.09,"MassiveIntentClassification (fr)":60.99,"MassiveScenarioClassification (fr)":66.42,"MTOPDomainClassification (fr)":85.14,"MTOPIntentClassification (fr)":54.39}
30
- {"index":79,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.64,"AmazonReviewsClassification (fr)":39.0,"MasakhaNEWSClassification (fra)":78.1,"MassiveIntentClassification (fr)":61.88,"MassiveScenarioClassification (fr)":67.9,"MTOPDomainClassification (fr)":81.21,"MTOPIntentClassification (fr)":59.76}
31
- {"index":68,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":64.6,"AmazonReviewsClassification (fr)":38.52,"MasakhaNEWSClassification (fra)":77.39,"MassiveIntentClassification (fr)":60.47,"MassiveScenarioClassification (fr)":65.1,"MTOPDomainClassification (fr)":84.14,"MTOPIntentClassification (fr)":62.01}
32
- {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":64.57,"AmazonReviewsClassification (fr)":34.79,"MasakhaNEWSClassification (fra)":79.29,"MassiveIntentClassification (fr)":59.41,"MassiveScenarioClassification (fr)":65.29,"MTOPDomainClassification (fr)":85.52,"MTOPIntentClassification (fr)":63.12}
33
- {"index":92,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.41,"AmazonReviewsClassification (fr)":33.51,"MasakhaNEWSClassification (fra)":82.06,"MassiveIntentClassification (fr)":61.19,"MassiveScenarioClassification (fr)":70.22,"MTOPDomainClassification (fr)":85.5,"MTOPIntentClassification (fr)":53.98}
34
- {"index":58,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.13,"AmazonReviewsClassification (fr)":39.68,"MasakhaNEWSClassification (fra)":77.65,"MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":81.2,"MTOPIntentClassification (fr)":46.01}
35
- {"index":74,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.14,"AmazonReviewsClassification (fr)":35.7,"MasakhaNEWSClassification (fra)":76.87,"MassiveIntentClassification (fr)":57.02,"MassiveScenarioClassification (fr)":65.2,"MTOPDomainClassification (fr)":84.61,"MTOPIntentClassification (fr)":53.41}
36
- {"index":81,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":61.64,"AmazonReviewsClassification (fr)":41.48,"MasakhaNEWSClassification (fra)":80.43,"MassiveIntentClassification (fr)":57.01,"MassiveScenarioClassification (fr)":63.6,"MTOPDomainClassification (fr)":79.6,"MTOPIntentClassification (fr)":47.73}
37
- {"index":15,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.3,"AmazonReviewsClassification (fr)":38.6,"MasakhaNEWSClassification (fra)":82.58,"MassiveIntentClassification (fr)":56.31,"MassiveScenarioClassification (fr)":59.5,"MTOPDomainClassification (fr)":80.79,"MTOPIntentClassification (fr)":50.01}
38
- {"index":78,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":61.02,"AmazonReviewsClassification (fr)":35.3,"MasakhaNEWSClassification (fra)":76.09,"MassiveIntentClassification (fr)":57.52,"MassiveScenarioClassification (fr)":64.52,"MTOPDomainClassification (fr)":78.63,"MTOPIntentClassification (fr)":54.05}
39
- {"index":7,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.98,"AmazonReviewsClassification (fr)":35.07,"MasakhaNEWSClassification (fra)":76.0,"MassiveIntentClassification (fr)":56.03,"MassiveScenarioClassification (fr)":59.3,"MTOPDomainClassification (fr)":75.7,"MTOPIntentClassification (fr)":63.76}
40
- {"index":1,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.84,"AmazonReviewsClassification (fr)":37.26,"MasakhaNEWSClassification (fra)":80.19,"MassiveIntentClassification (fr)":53.7,"MassiveScenarioClassification (fr)":62.46,"MTOPDomainClassification (fr)":79.79,"MTOPIntentClassification (fr)":45.62}
41
- {"index":80,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":58.08,"AmazonReviewsClassification (fr)":37.35,"MasakhaNEWSClassification (fra)":81.21,"MassiveIntentClassification (fr)":51.13,"MassiveScenarioClassification (fr)":59.92,"MTOPDomainClassification (fr)":75.03,"MTOPIntentClassification (fr)":43.85}
42
- {"index":54,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":57.72,"AmazonReviewsClassification (fr)":36.71,"MasakhaNEWSClassification (fra)":80.59,"MassiveIntentClassification (fr)":46.39,"MassiveScenarioClassification (fr)":53.86,"MTOPDomainClassification (fr)":74.8,"MTOPIntentClassification (fr)":53.97}
43
- {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.63,"AmazonReviewsClassification (fr)":36.03,"MasakhaNEWSClassification (fra)":70.36,"MassiveIntentClassification (fr)":51.59,"MassiveScenarioClassification (fr)":61.28,"MTOPDomainClassification (fr)":77.1,"MTOPIntentClassification (fr)":43.44}
44
- {"index":88,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AmazonReviewsClassification (fr)":34.25,"MasakhaNEWSClassification (fra)":73.84,"MassiveIntentClassification (fr)":51.93,"MassiveScenarioClassification (fr)":58.31,"MTOPDomainClassification (fr)":71.83,"MTOPIntentClassification (fr)":44.53}
45
- {"index":59,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.9,"AmazonReviewsClassification (fr)":35.12,"MasakhaNEWSClassification (fra)":80.83,"MassiveIntentClassification (fr)":43.21,"MassiveScenarioClassification (fr)":49.78,"MTOPDomainClassification (fr)":69.24,"MTOPIntentClassification (fr)":51.25}
46
- {"index":5,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.31,"AmazonReviewsClassification (fr)":31.12,"MasakhaNEWSClassification (fra)":65.9,"MassiveIntentClassification (fr)":46.13,"MassiveScenarioClassification (fr)":54.32,"MTOPDomainClassification (fr)":72.26,"MTOPIntentClassification (fr)":50.12}
47
- {"index":69,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":52.14,"AmazonReviewsClassification (fr)":27.54,"MasakhaNEWSClassification (fra)":72.2,"MassiveIntentClassification (fr)":44.82,"MassiveScenarioClassification (fr)":53.76,"MTOPDomainClassification (fr)":75.59,"MTOPIntentClassification (fr)":38.94}
48
- {"index":77,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":50.9,"AmazonReviewsClassification (fr)":27.05,"MasakhaNEWSClassification (fra)":75.62,"MassiveIntentClassification (fr)":42.64,"MassiveScenarioClassification (fr)":49.92,"MTOPDomainClassification (fr)":72.97,"MTOPIntentClassification (fr)":37.18}
49
- {"index":53,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":48.37,"AmazonReviewsClassification (fr)":29.02,"MasakhaNEWSClassification (fra)":75.69,"MassiveIntentClassification (fr)":38.01,"MassiveScenarioClassification (fr)":43.63,"MTOPDomainClassification (fr)":64.49,"MTOPIntentClassification (fr)":39.4}
50
- {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":46.1,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":64.0,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.61,"MTOPIntentClassification (fr)":37.84}
51
- {"index":20,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.1,"AmazonReviewsClassification (fr)":29.38,"MasakhaNEWSClassification (fra)":63.93,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.5,"MTOPDomainClassification (fr)":63.65,"MTOPIntentClassification (fr)":37.87}
52
- {"index":22,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":63.91,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.63,"MTOPIntentClassification (fr)":37.86}
53
- {"index":21,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":63.89,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.7,"MTOPIntentClassification (fr)":37.85}
54
- {"index":94,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":31.21,"AmazonReviewsClassification (fr)":26.75,"MasakhaNEWSClassification (fra)":60.5,"MassiveIntentClassification (fr)":13.58,"MassiveScenarioClassification (fr)":23.21,"MTOPDomainClassification (fr)":43.83,"MTOPIntentClassification (fr)":19.38}
55
- {"index":95,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.71,"AmazonReviewsClassification (fr)":26.62,"MasakhaNEWSClassification (fra)":65.76,"MassiveIntentClassification (fr)":15.82,"MassiveScenarioClassification (fr)":23.92,"MTOPDomainClassification (fr)":36.77,"MTOPIntentClassification (fr)":15.37}
56
- {"index":60,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
57
- {"index":51,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
58
- {"index":49,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
59
- {"index":50,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":23.28,"AmazonReviewsClassification (fr)":23.52,"MasakhaNEWSClassification (fra)":62.61,"MassiveIntentClassification (fr)":6.24,"MassiveScenarioClassification (fr)":10.98,"MTOPDomainClassification (fr)":27.74,"MTOPIntentClassification (fr)":8.61}
60
- {"index":12,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":37.53,"MassiveScenarioClassification (fr)":45.32,"MTOPDomainClassification (fr)":54.97,"MTOPIntentClassification (fr)":26.69}
61
- {"index":13,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":32.64,"MassiveScenarioClassification (fr)":40.66,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
62
- {"index":14,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":33.16,"MassiveScenarioClassification (fr)":40.92,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
63
- {"index":24,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
64
- {"index":25,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (fr)":31.56,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":46.89,"MassiveScenarioClassification (fr)":56.99,"MTOPDomainClassification (fr)":79.8,"MTOPIntentClassification (fr)":38.96}
65
- {"index":31,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":38.86,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":84.23,"MTOPIntentClassification (fr)":61.32}
66
- {"index":32,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (fr)":26.39,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.44,"MassiveScenarioClassification (fr)":45.07,"MTOPDomainClassification (fr)":65.35,"MTOPIntentClassification (fr)":46.33}
67
- {"index":33,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (fr)":27.4,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.67,"MassiveScenarioClassification (fr)":45.92,"MTOPDomainClassification (fr)":63.13,"MTOPIntentClassification (fr)":44.34}
68
- {"index":34,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (fr)":37.84,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":81.32,"MTOPIntentClassification (fr)":58.67}
69
- {"index":38,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":39.47,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.27,"MassiveScenarioClassification (fr)":69.76,"MTOPDomainClassification (fr)":86.22,"MTOPIntentClassification (fr)":59.43}
70
- {"index":39,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (fr)":39.29,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.58,"MassiveScenarioClassification (fr)":69.6,"MTOPDomainClassification (fr)":83.8,"MTOPIntentClassification (fr)":63.36}
71
- {"index":40,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (fr)":35.92,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":66.95,"MassiveScenarioClassification (fr)":72.91,"MTOPDomainClassification (fr)":90.98,"MTOPIntentClassification (fr)":69.12}
72
- {"index":41,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (fr)":27.0,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":41.95,"MassiveScenarioClassification (fr)":50.59,"MTOPDomainClassification (fr)":75.57,"MTOPIntentClassification (fr)":41.12}
73
- {"index":42,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
74
- {"index":48,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
75
- {"index":57,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (fr)":48.51,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":73.32,"MassiveScenarioClassification (fr)":77.07,"MTOPDomainClassification (fr)":89.97,"MTOPIntentClassification (fr)":76.72}
76
- {"index":67,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
77
- {"index":70,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
78
- {"index":72,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
79
- {"index":75,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
80
- {"index":76,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
81
- {"index":85,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
82
- {"index":86,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
83
- {"index":87,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
84
- {"index":89,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
85
- {"index":90,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
86
- {"index":91,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":9,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
2
+ {"index":11,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
3
+ {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
4
+ {"index":35,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
5
+ {"index":97,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
6
+ {"index":27,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
7
+ {"index":37,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
8
+ {"index":10,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
9
+ {"index":61,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
10
+ {"index":0,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
11
+ {"index":4,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
12
+ {"index":63,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
13
+ {"index":3,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":68.45,"AmazonReviewsClassification (fr)":41.98,"MasakhaNEWSClassification (fra)":76.42,"MassiveIntentClassification (fr)":66.94,"MassiveScenarioClassification (fr)":72.78,"MTOPDomainClassification (fr)":90.12,"MTOPIntentClassification (fr)":62.44}
14
+ {"index":56,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.39,"AmazonReviewsClassification (fr)":41.91,"MasakhaNEWSClassification (fra)":79.38,"MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":86.41,"MTOPIntentClassification (fr)":59.43}
15
+ {"index":62,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
16
+ {"index":2,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":67.44,"AmazonReviewsClassification (fr)":42.15,"MasakhaNEWSClassification (fra)":82.13,"MassiveIntentClassification (fr)":63.08,"MassiveScenarioClassification (fr)":70.15,"MTOPDomainClassification (fr)":87.68,"MTOPIntentClassification (fr)":59.44}
17
+ {"index":64,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":67.4,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":73.18,"MassiveIntentClassification (fr)":66.3,"MassiveScenarioClassification (fr)":71.7,"MTOPDomainClassification (fr)":88.96,"MTOPIntentClassification (fr)":67.76}
18
+ {"index":83,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":67.36,"AmazonReviewsClassification (fr)":46.09,"MasakhaNEWSClassification (fra)":79.1,"MassiveIntentClassification (fr)":65.91,"MassiveScenarioClassification (fr)":68.53,"MTOPDomainClassification (fr)":86.2,"MTOPIntentClassification (fr)":58.33}
19
+ {"index":65,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":67.11,"AmazonReviewsClassification (fr)":35.11,"MasakhaNEWSClassification (fra)":75.17,"MassiveIntentClassification (fr)":66.48,"MassiveScenarioClassification (fr)":71.47,"MTOPDomainClassification (fr)":88.52,"MTOPIntentClassification (fr)":65.93}
20
+ {"index":16,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":67.08,"AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":83.06,"MassiveIntentClassification (fr)":62.94,"MassiveScenarioClassification (fr)":67.29,"MTOPDomainClassification (fr)":86.23,"MTOPIntentClassification (fr)":61.07}
21
+ {"index":55,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.8,"AmazonReviewsClassification (fr)":40.94,"MasakhaNEWSClassification (fra)":79.69,"MassiveIntentClassification (fr)":67.95,"MassiveScenarioClassification (fr)":71.89,"MTOPDomainClassification (fr)":84.79,"MTOPIntentClassification (fr)":55.51}
22
+ {"index":26,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.74,"AmazonReviewsClassification (fr)":40.35,"MasakhaNEWSClassification (fra)":77.44,"MassiveIntentClassification (fr)":64.99,"MassiveScenarioClassification (fr)":71.72,"MTOPDomainClassification (fr)":86.83,"MTOPIntentClassification (fr)":59.13}
23
+ {"index":28,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":66.54,"AmazonReviewsClassification (fr)":44.11,"MasakhaNEWSClassification (fra)":69.81,"MassiveIntentClassification (fr)":66.14,"MassiveScenarioClassification (fr)":72.74,"MTOPDomainClassification (fr)":87.82,"MTOPIntentClassification (fr)":58.63}
24
+ {"index":93,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":66.37,"AmazonReviewsClassification (fr)":35.09,"MasakhaNEWSClassification (fra)":72.04,"MassiveIntentClassification (fr)":65.8,"MassiveScenarioClassification (fr)":73.47,"MTOPDomainClassification (fr)":88.19,"MTOPIntentClassification (fr)":63.64}
25
+ {"index":66,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":65.96,"AmazonReviewsClassification (fr)":34.62,"MasakhaNEWSClassification (fra)":74.29,"MassiveIntentClassification (fr)":65.67,"MassiveScenarioClassification (fr)":71.61,"MTOPDomainClassification (fr)":86.97,"MTOPIntentClassification (fr)":62.59}
26
+ {"index":96,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":65.92,"AmazonReviewsClassification (fr)":43.51,"MasakhaNEWSClassification (fra)":72.61,"MassiveIntentClassification (fr)":65.15,"MassiveScenarioClassification (fr)":69.94,"MTOPDomainClassification (fr)":85.33,"MTOPIntentClassification (fr)":59.01}
27
+ {"index":45,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":65.82,"AmazonReviewsClassification (fr)":37.97,"MasakhaNEWSClassification (fra)":80.62,"MassiveIntentClassification (fr)":62.65,"MassiveScenarioClassification (fr)":69.29,"MTOPDomainClassification (fr)":85.74,"MTOPIntentClassification (fr)":58.62}
28
+ {"index":29,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.18,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":78.44,"MassiveIntentClassification (fr)":64.57,"MassiveScenarioClassification (fr)":69.04,"MTOPDomainClassification (fr)":84.19,"MTOPIntentClassification (fr)":58.35}
29
+ {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.09,"AmazonReviewsClassification (fr)":43.52,"MasakhaNEWSClassification (fra)":80.09,"MassiveIntentClassification (fr)":60.99,"MassiveScenarioClassification (fr)":66.42,"MTOPDomainClassification (fr)":85.14,"MTOPIntentClassification (fr)":54.39}
30
+ {"index":79,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":64.64,"AmazonReviewsClassification (fr)":39.0,"MasakhaNEWSClassification (fra)":78.1,"MassiveIntentClassification (fr)":61.88,"MassiveScenarioClassification (fr)":67.9,"MTOPDomainClassification (fr)":81.21,"MTOPIntentClassification (fr)":59.76}
31
+ {"index":68,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":64.6,"AmazonReviewsClassification (fr)":38.52,"MasakhaNEWSClassification (fra)":77.39,"MassiveIntentClassification (fr)":60.47,"MassiveScenarioClassification (fr)":65.1,"MTOPDomainClassification (fr)":84.14,"MTOPIntentClassification (fr)":62.01}
32
+ {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":64.57,"AmazonReviewsClassification (fr)":34.79,"MasakhaNEWSClassification (fra)":79.29,"MassiveIntentClassification (fr)":59.41,"MassiveScenarioClassification (fr)":65.29,"MTOPDomainClassification (fr)":85.52,"MTOPIntentClassification (fr)":63.12}
33
+ {"index":92,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":64.41,"AmazonReviewsClassification (fr)":33.51,"MasakhaNEWSClassification (fra)":82.06,"MassiveIntentClassification (fr)":61.19,"MassiveScenarioClassification (fr)":70.22,"MTOPDomainClassification (fr)":85.5,"MTOPIntentClassification (fr)":53.98}
34
+ {"index":58,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":63.13,"AmazonReviewsClassification (fr)":39.68,"MasakhaNEWSClassification (fra)":77.65,"MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":81.2,"MTOPIntentClassification (fr)":46.01}
35
+ {"index":74,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":62.14,"AmazonReviewsClassification (fr)":35.7,"MasakhaNEWSClassification (fra)":76.87,"MassiveIntentClassification (fr)":57.02,"MassiveScenarioClassification (fr)":65.2,"MTOPDomainClassification (fr)":84.61,"MTOPIntentClassification (fr)":53.41}
36
+ {"index":81,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.64,"AmazonReviewsClassification (fr)":41.48,"MasakhaNEWSClassification (fra)":80.43,"MassiveIntentClassification (fr)":57.01,"MassiveScenarioClassification (fr)":63.6,"MTOPDomainClassification (fr)":79.6,"MTOPIntentClassification (fr)":47.73}
37
+ {"index":15,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":61.3,"AmazonReviewsClassification (fr)":38.6,"MasakhaNEWSClassification (fra)":82.58,"MassiveIntentClassification (fr)":56.31,"MassiveScenarioClassification (fr)":59.5,"MTOPDomainClassification (fr)":80.79,"MTOPIntentClassification (fr)":50.01}
38
+ {"index":78,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":61.02,"AmazonReviewsClassification (fr)":35.3,"MasakhaNEWSClassification (fra)":76.09,"MassiveIntentClassification (fr)":57.52,"MassiveScenarioClassification (fr)":64.52,"MTOPDomainClassification (fr)":78.63,"MTOPIntentClassification (fr)":54.05}
39
+ {"index":7,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.98,"AmazonReviewsClassification (fr)":35.07,"MasakhaNEWSClassification (fra)":76.0,"MassiveIntentClassification (fr)":56.03,"MassiveScenarioClassification (fr)":59.3,"MTOPDomainClassification (fr)":75.7,"MTOPIntentClassification (fr)":63.76}
40
+ {"index":1,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":59.84,"AmazonReviewsClassification (fr)":37.26,"MasakhaNEWSClassification (fra)":80.19,"MassiveIntentClassification (fr)":53.7,"MassiveScenarioClassification (fr)":62.46,"MTOPDomainClassification (fr)":79.79,"MTOPIntentClassification (fr)":45.62}
41
+ {"index":80,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":58.08,"AmazonReviewsClassification (fr)":37.35,"MasakhaNEWSClassification (fra)":81.21,"MassiveIntentClassification (fr)":51.13,"MassiveScenarioClassification (fr)":59.92,"MTOPDomainClassification (fr)":75.03,"MTOPIntentClassification (fr)":43.85}
42
+ {"index":54,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":57.72,"AmazonReviewsClassification (fr)":36.71,"MasakhaNEWSClassification (fra)":80.59,"MassiveIntentClassification (fr)":46.39,"MassiveScenarioClassification (fr)":53.86,"MTOPDomainClassification (fr)":74.8,"MTOPIntentClassification (fr)":53.97}
43
+ {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.63,"AmazonReviewsClassification (fr)":36.03,"MasakhaNEWSClassification (fra)":70.36,"MassiveIntentClassification (fr)":51.59,"MassiveScenarioClassification (fr)":61.28,"MTOPDomainClassification (fr)":77.1,"MTOPIntentClassification (fr)":43.44}
44
+ {"index":88,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":55.78,"AmazonReviewsClassification (fr)":34.25,"MasakhaNEWSClassification (fra)":73.84,"MassiveIntentClassification (fr)":51.93,"MassiveScenarioClassification (fr)":58.31,"MTOPDomainClassification (fr)":71.83,"MTOPIntentClassification (fr)":44.53}
45
+ {"index":59,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":54.9,"AmazonReviewsClassification (fr)":35.12,"MasakhaNEWSClassification (fra)":80.83,"MassiveIntentClassification (fr)":43.21,"MassiveScenarioClassification (fr)":49.78,"MTOPDomainClassification (fr)":69.24,"MTOPIntentClassification (fr)":51.25}
46
+ {"index":5,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":53.31,"AmazonReviewsClassification (fr)":31.12,"MasakhaNEWSClassification (fra)":65.9,"MassiveIntentClassification (fr)":46.13,"MassiveScenarioClassification (fr)":54.32,"MTOPDomainClassification (fr)":72.26,"MTOPIntentClassification (fr)":50.12}
47
+ {"index":69,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.14,"AmazonReviewsClassification (fr)":27.54,"MasakhaNEWSClassification (fra)":72.2,"MassiveIntentClassification (fr)":44.82,"MassiveScenarioClassification (fr)":53.76,"MTOPDomainClassification (fr)":75.59,"MTOPIntentClassification (fr)":38.94}
48
+ {"index":77,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":50.9,"AmazonReviewsClassification (fr)":27.05,"MasakhaNEWSClassification (fra)":75.62,"MassiveIntentClassification (fr)":42.64,"MassiveScenarioClassification (fr)":49.92,"MTOPDomainClassification (fr)":72.97,"MTOPIntentClassification (fr)":37.18}
49
+ {"index":53,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.37,"AmazonReviewsClassification (fr)":29.02,"MasakhaNEWSClassification (fra)":75.69,"MassiveIntentClassification (fr)":38.01,"MassiveScenarioClassification (fr)":43.63,"MTOPDomainClassification (fr)":64.49,"MTOPIntentClassification (fr)":39.4}
50
+ {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.1,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":64.0,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.61,"MTOPIntentClassification (fr)":37.84}
51
+ {"index":20,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.1,"AmazonReviewsClassification (fr)":29.38,"MasakhaNEWSClassification (fra)":63.93,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.5,"MTOPDomainClassification (fr)":63.65,"MTOPIntentClassification (fr)":37.87}
52
+ {"index":22,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.09,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":63.91,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.63,"MTOPIntentClassification (fr)":37.86}
53
+ {"index":21,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.09,"AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":63.89,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.7,"MTOPIntentClassification (fr)":37.85}
54
+ {"index":94,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":31.21,"AmazonReviewsClassification (fr)":26.75,"MasakhaNEWSClassification (fra)":60.5,"MassiveIntentClassification (fr)":13.58,"MassiveScenarioClassification (fr)":23.21,"MTOPDomainClassification (fr)":43.83,"MTOPIntentClassification (fr)":19.38}
55
+ {"index":95,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":30.71,"AmazonReviewsClassification (fr)":26.62,"MasakhaNEWSClassification (fra)":65.76,"MassiveIntentClassification (fr)":15.82,"MassiveScenarioClassification (fr)":23.92,"MTOPDomainClassification (fr)":36.77,"MTOPIntentClassification (fr)":15.37}
56
+ {"index":60,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
57
+ {"index":51,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
58
+ {"index":49,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
59
+ {"index":50,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.28,"AmazonReviewsClassification (fr)":23.52,"MasakhaNEWSClassification (fra)":62.61,"MassiveIntentClassification (fr)":6.24,"MassiveScenarioClassification (fr)":10.98,"MTOPDomainClassification (fr)":27.74,"MTOPIntentClassification (fr)":8.61}
60
+ {"index":6,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
61
+ {"index":12,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":37.53,"MassiveScenarioClassification (fr)":45.32,"MTOPDomainClassification (fr)":54.97,"MTOPIntentClassification (fr)":26.69}
62
+ {"index":13,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":32.64,"MassiveScenarioClassification (fr)":40.66,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
63
+ {"index":14,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":33.16,"MassiveScenarioClassification (fr)":40.92,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
64
+ {"index":17,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
65
+ {"index":18,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
66
+ {"index":19,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
67
+ {"index":23,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
68
+ {"index":24,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
69
+ {"index":25,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":31.56,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":46.89,"MassiveScenarioClassification (fr)":56.99,"MTOPDomainClassification (fr)":79.8,"MTOPIntentClassification (fr)":38.96}
70
+ {"index":31,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":38.86,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":84.23,"MTOPIntentClassification (fr)":61.32}
71
+ {"index":32,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":26.39,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.44,"MassiveScenarioClassification (fr)":45.07,"MTOPDomainClassification (fr)":65.35,"MTOPIntentClassification (fr)":46.33}
72
+ {"index":33,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":27.4,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.67,"MassiveScenarioClassification (fr)":45.92,"MTOPDomainClassification (fr)":63.13,"MTOPIntentClassification (fr)":44.34}
73
+ {"index":34,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":37.84,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":81.32,"MTOPIntentClassification (fr)":58.67}
74
+ {"index":38,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":39.47,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.27,"MassiveScenarioClassification (fr)":69.76,"MTOPDomainClassification (fr)":86.22,"MTOPIntentClassification (fr)":59.43}
75
+ {"index":39,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","AmazonReviewsClassification (fr)":39.29,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.58,"MassiveScenarioClassification (fr)":69.6,"MTOPDomainClassification (fr)":83.8,"MTOPIntentClassification (fr)":63.36}
76
+ {"index":40,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":35.92,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":66.95,"MassiveScenarioClassification (fr)":72.91,"MTOPDomainClassification (fr)":90.98,"MTOPIntentClassification (fr)":69.12}
77
+ {"index":41,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":27.0,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":41.95,"MassiveScenarioClassification (fr)":50.59,"MTOPDomainClassification (fr)":75.57,"MTOPIntentClassification (fr)":41.12}
78
+ {"index":42,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
79
+ {"index":43,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
80
+ {"index":46,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
81
+ {"index":47,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
82
+ {"index":48,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
83
+ {"index":57,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AmazonReviewsClassification (fr)":48.51,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":73.32,"MassiveScenarioClassification (fr)":77.07,"MTOPDomainClassification (fr)":89.97,"MTOPIntentClassification (fr)":76.72}
84
+ {"index":67,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
85
+ {"index":70,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
86
+ {"index":71,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
87
+ {"index":72,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
88
+ {"index":73,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
89
+ {"index":75,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
90
+ {"index":76,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
91
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
92
+ {"index":85,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
93
+ {"index":86,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
94
+ {"index":87,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
95
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96
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all_data_tasks/17/default.jsonl CHANGED
@@ -1,60 +1,86 @@
1
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- {"index":7,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
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- {"index":15,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
37
- {"index":56,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
38
- {"index":74,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
39
- {"index":28,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
40
- {"index":78,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
41
- {"index":68,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
42
- {"index":62,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
43
- {"index":93,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
44
- {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
45
- {"index":59,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
46
- {"index":70,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
47
- {"index":21,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
48
- {"index":22,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
49
- {"index":20,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
50
- {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
51
- {"index":69,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
52
- {"index":88,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
53
- {"index":77,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
54
- {"index":5,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
55
- {"index":60,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
56
- {"index":95,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
57
- {"index":94,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
58
- {"index":49,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
59
- {"index":51,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
60
- {"index":50,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
2
+ {"index":9,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
3
+ {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
4
+ {"index":37,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
5
+ {"index":27,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
6
+ {"index":97,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
7
+ {"index":26,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
8
+ {"index":4,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
9
+ {"index":29,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
10
+ {"index":2,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
11
+ {"index":0,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
12
+ {"index":3,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
13
+ {"index":83,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
14
+ {"index":45,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
15
+ {"index":55,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":42.66,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.48,"MLSUMClusteringS2S (fr)":38.53,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
16
+ {"index":92,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
17
+ {"index":1,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
18
+ {"index":66,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
19
+ {"index":36,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
20
+ {"index":10,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
21
+ {"index":61,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
22
+ {"index":82,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
23
+ {"index":63,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
24
+ {"index":7,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
25
+ {"index":54,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
26
+ {"index":16,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
27
+ {"index":81,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
28
+ {"index":53,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
29
+ {"index":65,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
30
+ {"index":80,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
31
+ {"index":96,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
32
+ {"index":64,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
33
+ {"index":35,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
34
+ {"index":79,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
35
+ {"index":58,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
36
+ {"index":15,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
37
+ {"index":56,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
38
+ {"index":74,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
39
+ {"index":28,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
40
+ {"index":78,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
41
+ {"index":68,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
42
+ {"index":62,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
43
+ {"index":93,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
44
+ {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
45
+ {"index":59,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
46
+ {"index":70,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
47
+ {"index":21,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
48
+ {"index":22,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
49
+ {"index":20,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
50
+ {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
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+ {"index":69,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
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+ {"index":88,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
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+ {"index":5,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
55
+ {"index":60,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
56
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57
+ {"index":94,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
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59
+ {"index":51,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
60
+ {"index":50,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
61
+ {"index":6,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
62
+ {"index":17,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
63
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64
+ {"index":19,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
65
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66
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67
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68
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69
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70
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71
+ {"index":39,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
72
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73
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74
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75
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76
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77
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78
+ {"index":71,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
79
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80
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81
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all_data_tasks/18/default.jsonl CHANGED
@@ -1,61 +1,87 @@
1
- {"index":9,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
2
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3
- {"index":11,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
4
- {"index":5,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
5
- {"index":7,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
6
- {"index":64,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
7
- {"index":66,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
8
- {"index":37,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
9
- {"index":27,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
10
- {"index":65,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
11
- {"index":61,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
12
- {"index":10,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
13
- {"index":83,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.97,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":64.01}
14
- {"index":88,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.82,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.6}
15
- {"index":4,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.71}
16
- {"index":28,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
17
- {"index":16,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
18
- {"index":82,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.54,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.59}
19
- {"index":0,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.34,"OpusparcusPC (fr)":92.64,"PawsXPairClassification (fr)":62.05}
20
- {"index":36,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.31,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.19}
21
- {"index":3,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
22
- {"index":97,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.18,"OpusparcusPC (fr)":94.16,"PawsXPairClassification (fr)":60.19}
23
- {"index":45,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.12,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.61}
24
- {"index":35,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
25
- {"index":62,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
26
- {"index":59,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.05,"OpusparcusPC (fr)":90.15,"PawsXPairClassification (fr)":63.95}
27
- {"index":26,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
28
- {"index":96,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
29
- {"index":2,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.88,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.88}
30
- {"index":56,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
31
- {"index":54,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
32
- {"index":79,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
33
- {"index":29,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
34
- {"index":81,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.44,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.69}
35
- {"index":55,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
36
- {"index":44,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
37
- {"index":78,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
38
- {"index":1,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.4,"OpusparcusPC (fr)":89.83,"PawsXPairClassification (fr)":58.97}
39
- {"index":68,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.32,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.69}
40
- {"index":15,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.35}
41
- {"index":58,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
42
- {"index":60,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.93,"OpusparcusPC (fr)":85.87,"PawsXPairClassification (fr)":61.99}
43
- {"index":93,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.66}
44
- {"index":77,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.77,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.48}
45
- {"index":80,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.42,"OpusparcusPC (fr)":89.41,"PawsXPairClassification (fr)":55.43}
46
- {"index":92,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.94,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.41}
47
- {"index":74,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.61,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.16}
48
- {"index":70,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
49
- {"index":22,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
50
- {"index":20,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
51
- {"index":52,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.59,"OpusparcusPC (fr)":87.76,"PawsXPairClassification (fr)":53.41}
52
- {"index":21,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.56,"OpusparcusPC (fr)":87.73,"PawsXPairClassification (fr)":53.38}
53
- {"index":53,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.43,"OpusparcusPC (fr)":87.53,"PawsXPairClassification (fr)":53.33}
54
- {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":70.42,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":54.94}
55
- {"index":94,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.82,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":51.73}
56
- {"index":95,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.62,"OpusparcusPC (fr)":83.79,"PawsXPairClassification (fr)":53.44}
57
- {"index":50,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.44,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.89}
58
- {"index":49,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.17,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":52.19}
59
- {"index":48,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
60
- {"index":63,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
61
- {"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":9,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
2
+ {"index":8,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
3
+ {"index":11,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
4
+ {"index":5,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
5
+ {"index":7,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
6
+ {"index":64,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
7
+ {"index":66,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
8
+ {"index":37,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
9
+ {"index":27,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
10
+ {"index":65,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
11
+ {"index":61,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
12
+ {"index":10,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
13
+ {"index":83,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":78.97,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":64.01}
14
+ {"index":88,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":78.82,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.6}
15
+ {"index":4,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":78.7,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.71}
16
+ {"index":28,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
17
+ {"index":16,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
18
+ {"index":82,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":77.54,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.59}
19
+ {"index":0,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":77.34,"OpusparcusPC (fr)":92.64,"PawsXPairClassification (fr)":62.05}
20
+ {"index":36,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":77.31,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.19}
21
+ {"index":3,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
22
+ {"index":97,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":77.18,"OpusparcusPC (fr)":94.16,"PawsXPairClassification (fr)":60.19}
23
+ {"index":45,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":77.12,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.61}
24
+ {"index":35,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
25
+ {"index":62,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
26
+ {"index":59,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":77.05,"OpusparcusPC (fr)":90.15,"PawsXPairClassification (fr)":63.95}
27
+ {"index":26,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
28
+ {"index":96,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
29
+ {"index":2,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":76.88,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.88}
30
+ {"index":56,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
31
+ {"index":54,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
32
+ {"index":79,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
33
+ {"index":29,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
34
+ {"index":81,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":75.44,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.69}
35
+ {"index":55,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
36
+ {"index":44,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
37
+ {"index":78,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
38
+ {"index":1,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":74.4,"OpusparcusPC (fr)":89.83,"PawsXPairClassification (fr)":58.97}
39
+ {"index":68,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.32,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.69}
40
+ {"index":15,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":74.14,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.35}
41
+ {"index":58,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
42
+ {"index":60,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":73.93,"OpusparcusPC (fr)":85.87,"PawsXPairClassification (fr)":61.99}
43
+ {"index":93,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":73.52,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.66}
44
+ {"index":77,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":72.77,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.48}
45
+ {"index":80,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":72.42,"OpusparcusPC (fr)":89.41,"PawsXPairClassification (fr)":55.43}
46
+ {"index":92,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":71.94,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.41}
47
+ {"index":74,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":71.61,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.16}
48
+ {"index":70,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
49
+ {"index":22,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
50
+ {"index":20,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
51
+ {"index":52,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.59,"OpusparcusPC (fr)":87.76,"PawsXPairClassification (fr)":53.41}
52
+ {"index":21,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.56,"OpusparcusPC (fr)":87.73,"PawsXPairClassification (fr)":53.38}
53
+ {"index":53,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.43,"OpusparcusPC (fr)":87.53,"PawsXPairClassification (fr)":53.33}
54
+ {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":70.42,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":54.94}
55
+ {"index":94,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.82,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":51.73}
56
+ {"index":95,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.62,"OpusparcusPC (fr)":83.79,"PawsXPairClassification (fr)":53.44}
57
+ {"index":50,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":67.44,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.89}
58
+ {"index":49,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":67.17,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":52.19}
59
+ {"index":6,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
60
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61
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77
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79
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80
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81
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83
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84
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85
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86
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all_data_tasks/19/default.jsonl CHANGED
@@ -1,58 +1,86 @@
1
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2
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7
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- {"index":44,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.22,"AlloprofReranking":48.68,"SyntecReranking":79.75}
36
- {"index":80,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.08,"AlloprofReranking":50.12,"SyntecReranking":78.05}
37
- {"index":74,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
38
- {"index":54,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":62.2,"AlloprofReranking":47.36,"SyntecReranking":77.05}
39
- {"index":78,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.02,"AlloprofReranking":49.01,"SyntecReranking":75.03}
40
- {"index":68,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":61.4,"AlloprofReranking":49.51,"SyntecReranking":73.28}
41
- {"index":88,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.88,"AlloprofReranking":51.48,"SyntecReranking":70.28}
42
- {"index":77,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":52.68,"AlloprofReranking":40.28,"SyntecReranking":65.08}
43
- {"index":53,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":52.62,"AlloprofReranking":38.85,"SyntecReranking":66.4}
44
- {"index":59,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.86,"AlloprofReranking":39.13,"SyntecReranking":62.58}
45
- {"index":7,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.98,"AlloprofReranking":37.09,"SyntecReranking":62.87}
46
- {"index":50,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":45.86,"AlloprofReranking":34.55,"SyntecReranking":57.18}
47
- {"index":70,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":45.63,"AlloprofReranking":31.69,"SyntecReranking":59.57}
48
- {"index":5,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":45.61,"AlloprofReranking":35.29,"SyntecReranking":55.93}
49
- {"index":49,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":45.34,"AlloprofReranking":34.81,"SyntecReranking":55.88}
50
- {"index":22,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.75,"AlloprofReranking":36.25,"SyntecReranking":53.25}
51
- {"index":52,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":44.74,"AlloprofReranking":36.23,"SyntecReranking":53.25}
52
- {"index":20,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.73,"AlloprofReranking":36.21,"SyntecReranking":53.25}
53
- {"index":21,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.73,"AlloprofReranking":36.21,"SyntecReranking":53.25}
54
- {"index":60,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.82,"AlloprofReranking":28.75,"SyntecReranking":50.88}
55
- {"index":95,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.01,"AlloprofReranking":28.62,"SyntecReranking":49.4}
56
- {"index":94,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":34.66,"AlloprofReranking":25.58,"SyntecReranking":43.75}
57
- {"index":51,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":34.54,"AlloprofReranking":26.29,"SyntecReranking":42.8}
58
- {"index":97,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloprofReranking":"","SyntecReranking":89.87}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
2
+ {"index":8,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
3
+ {"index":4,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
4
+ {"index":3,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":82.06,"AlloprofReranking":72.92,"SyntecReranking":91.2}
5
+ {"index":0,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
6
+ {"index":28,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":80.35,"AlloprofReranking":73.1,"SyntecReranking":87.6}
7
+ {"index":37,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.79,"AlloprofReranking":73.63,"SyntecReranking":85.95}
8
+ {"index":27,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.79,"AlloprofReranking":73.63,"SyntecReranking":85.95}
9
+ {"index":2,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":78.78,"AlloprofReranking":70.79,"SyntecReranking":86.77}
10
+ {"index":9,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
11
+ {"index":26,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
12
+ {"index":83,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
13
+ {"index":35,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
14
+ {"index":61,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
15
+ {"index":10,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
16
+ {"index":66,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
17
+ {"index":29,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":76.0,"AlloprofReranking":69.5,"SyntecReranking":82.5}
18
+ {"index":96,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":75.75,"AlloprofReranking":68.73,"SyntecReranking":82.77}
19
+ {"index":65,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":75.48,"AlloprofReranking":68.31,"SyntecReranking":82.65}
20
+ {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":75.3,"AlloprofReranking":65.17,"SyntecReranking":85.43}
21
+ {"index":64,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":75.2,"AlloprofReranking":67.24,"SyntecReranking":83.17}
22
+ {"index":82,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":73.18,"AlloprofReranking":63.3,"SyntecReranking":83.07}
23
+ {"index":1,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":73.1,"AlloprofReranking":63.54,"SyntecReranking":82.65}
24
+ {"index":45,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":72.89,"AlloprofReranking":57.62,"SyntecReranking":88.15}
25
+ {"index":56,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":72.14,"AlloprofReranking":57.37,"SyntecReranking":86.9}
26
+ {"index":55,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":71.76,"AlloprofReranking":58.1,"SyntecReranking":85.43}
27
+ {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":71.44,"AlloprofReranking":56.17,"SyntecReranking":86.7}
28
+ {"index":15,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":69.82,"AlloprofReranking":51.6,"SyntecReranking":88.03}
29
+ {"index":81,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":68.88,"AlloprofReranking":57.99,"SyntecReranking":79.77}
30
+ {"index":79,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.78,"AlloprofReranking":54.34,"SyntecReranking":83.23}
31
+ {"index":16,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":68.36,"AlloprofReranking":51.01,"SyntecReranking":85.72}
32
+ {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":67.95,"AlloprofReranking":53.0,"SyntecReranking":82.9}
33
+ {"index":93,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":66.26,"AlloprofReranking":55.39,"SyntecReranking":77.13}
34
+ {"index":92,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":65.04,"AlloprofReranking":56.23,"SyntecReranking":73.85}
35
+ {"index":44,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":64.22,"AlloprofReranking":48.68,"SyntecReranking":79.75}
36
+ {"index":80,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":64.08,"AlloprofReranking":50.12,"SyntecReranking":78.05}
37
+ {"index":74,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
38
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39
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40
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41
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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71
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72
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73
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74
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75
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77
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78
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79
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80
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81
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83
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all_data_tasks/2/default.jsonl CHANGED
The diff for this file is too large to render. See raw diff
 
all_data_tasks/20/default.jsonl CHANGED
@@ -1,60 +1,86 @@
1
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2
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3
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4
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5
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6
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7
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8
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9
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10
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11
- {"index":0,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
12
- {"index":35,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
13
- {"index":28,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
14
- {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
15
- {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
16
- {"index":65,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
17
- {"index":66,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
18
- {"index":64,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
19
- {"index":83,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
20
- {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
21
- {"index":96,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
22
- {"index":29,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
23
- {"index":56,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
24
- {"index":55,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
25
- {"index":63,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
26
- {"index":1,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
27
- {"index":16,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
28
- {"index":45,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
29
- {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
30
- {"index":92,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
31
- {"index":93,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
32
- {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
33
- {"index":58,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
34
- {"index":15,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
35
- {"index":81,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
36
- {"index":79,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
37
- {"index":74,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
38
- {"index":44,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
39
- {"index":80,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
40
- {"index":78,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
41
- {"index":77,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
42
- {"index":70,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
43
- {"index":68,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
44
- {"index":88,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
45
- {"index":54,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":23.44,"AlloprofRetrieval":16.46,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"XPQARetrieval (fr)":41.29}
46
- {"index":59,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.91,"AlloprofRetrieval":12.37,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"XPQARetrieval (fr)":33.82}
47
- {"index":5,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":16.19,"AlloprofRetrieval":3.1,"BSARDRetrieval":0.36,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"XPQARetrieval (fr)":42.59}
48
- {"index":53,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":13.89,"AlloprofRetrieval":5.51,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"XPQARetrieval (fr)":26.12}
49
- {"index":7,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":12.94,"AlloprofRetrieval":6.83,"BSARDRetrieval":2.18,"MintakaRetrieval (fr)":1.66,"SyntecRetrieval":27.64,"XPQARetrieval (fr)":26.39}
50
- {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":8.52,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.49}
51
- {"index":22,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.51,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.46}
52
- {"index":20,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.5,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.39}
53
- {"index":21,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.49,"AlloprofRetrieval":1.61,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.35}
54
- {"index":60,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
55
- {"index":50,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":6.73,"AlloprofRetrieval":1.72,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"XPQARetrieval (fr)":9.09}
56
- {"index":49,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":5.87,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"XPQARetrieval (fr)":6.59}
57
- {"index":95,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
58
- {"index":94,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
59
- {"index":51,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
60
- {"index":69,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
2
+ {"index":9,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
3
+ {"index":4,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":54.56,"AlloprofRetrieval":58.27,"BSARDRetrieval":5.14,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"XPQARetrieval (fr)":72.92}
4
+ {"index":3,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":52.98,"AlloprofRetrieval":57.28,"BSARDRetrieval":11.83,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"XPQARetrieval (fr)":73.56}
5
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6
+ {"index":10,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":52.97,"AlloprofRetrieval":53.64,"BSARDRetrieval":26.11,"MintakaRetrieval (fr)":34.71,"SyntecRetrieval":83.04,"XPQARetrieval (fr)":67.33}
7
+ {"index":8,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
8
+ {"index":37,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
9
+ {"index":27,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
10
+ {"index":97,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
11
+ {"index":0,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
12
+ {"index":35,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
13
+ {"index":28,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
14
+ {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
15
+ {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
16
+ {"index":65,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
17
+ {"index":66,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
18
+ {"index":64,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
19
+ {"index":83,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
20
+ {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
21
+ {"index":96,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
22
+ {"index":29,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
23
+ {"index":56,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
24
+ {"index":55,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
25
+ {"index":63,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
26
+ {"index":1,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
27
+ {"index":16,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
28
+ {"index":45,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
29
+ {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
30
+ {"index":92,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
31
+ {"index":93,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
32
+ {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
33
+ {"index":58,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
34
+ {"index":15,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
35
+ {"index":81,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
36
+ {"index":79,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
37
+ {"index":74,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
38
+ {"index":44,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
39
+ {"index":80,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
40
+ {"index":78,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
41
+ {"index":77,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
42
+ {"index":70,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
43
+ {"index":68,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
44
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45
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56
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61
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62
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63
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64
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65
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66
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67
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70
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71
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72
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73
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74
+ {"index":46,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
75
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77
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79
+ {"index":72,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
80
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81
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82
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84
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85
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all_data_tasks/21/default.jsonl CHANGED
@@ -1,82 +1,96 @@
1
- {"index":37,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
2
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3
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5
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6
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7
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8
- {"index":10,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
9
- {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
10
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11
- {"index":96,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
12
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13
- {"index":4,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
14
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15
- {"index":35,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
16
- {"index":0,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
17
- {"index":62,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
18
- {"index":56,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
19
- {"index":29,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
20
- {"index":83,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
21
- {"index":97,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
22
- {"index":88,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
23
- {"index":15,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
24
- {"index":79,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
25
- {"index":44,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.79,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18}
26
- {"index":66,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
27
- {"index":65,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
28
- {"index":2,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.52,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56}
29
- {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.33,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08}
30
- {"index":55,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.22,"STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23}
31
- {"index":58,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":77.17,"STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62}
32
- {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.87,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6}
33
- {"index":74,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
34
- {"index":78,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
35
- {"index":81,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.14,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83}
36
- {"index":92,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
37
- {"index":64,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
38
- {"index":93,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
39
- {"index":80,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.49,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74}
40
- {"index":68,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.33,"STS22 (fr)":77.95,"STSBenchmarkMultilingualSTS (fr)":75.1,"SICKFr":69.94}
41
- {"index":63,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.28,"STS22 (fr)":75.66,"STSBenchmarkMultilingualSTS (fr)":71.13,"SICKFr":70.04}
42
- {"index":1,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
43
- {"index":70,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
44
- {"index":77,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
45
- {"index":54,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":65.36,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39}
46
- {"index":5,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
47
- {"index":59,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
48
- {"index":7,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
49
- {"index":53,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
50
- {"index":49,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
51
- {"index":60,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
52
- {"index":94,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
53
- {"index":21,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
54
- {"index":20,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
55
- {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
56
- {"index":22,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
57
- {"index":95,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
58
- {"index":50,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
59
- {"index":51,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
60
- {"index":24,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
61
- {"index":25,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
62
- {"index":30,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ManiShankar-AlpesAi\/paraphrase-multilingual-mpnet-base-v2-KE_Sieve\">paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
63
- {"index":31,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
64
- {"index":32,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
65
- {"index":33,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
66
- {"index":38,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
67
- {"index":39,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
68
- {"index":40,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
69
- {"index":42,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
70
- {"index":48,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
71
- {"index":67,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
72
- {"index":69,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
73
- {"index":72,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
74
- {"index":73,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
75
- {"index":75,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
76
- {"index":76,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
77
- {"index":85,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
78
- {"index":86,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
79
- {"index":87,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
80
- {"index":89,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
81
- {"index":90,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
82
- {"index":91,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":37,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
2
+ {"index":27,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
3
+ {"index":28,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
4
+ {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
5
+ {"index":9,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
6
+ {"index":45,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
7
+ {"index":61,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
8
+ {"index":10,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
9
+ {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
10
+ {"index":8,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
11
+ {"index":96,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
12
+ {"index":3,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
13
+ {"index":4,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
14
+ {"index":26,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
15
+ {"index":35,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
16
+ {"index":0,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
17
+ {"index":62,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
18
+ {"index":56,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
19
+ {"index":29,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
20
+ {"index":83,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
21
+ {"index":97,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
22
+ {"index":88,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
23
+ {"index":15,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
24
+ {"index":79,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
25
+ {"index":44,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":77.79,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18}
26
+ {"index":66,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
27
+ {"index":65,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
28
+ {"index":2,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":77.52,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56}
29
+ {"index":82,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":77.33,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08}
30
+ {"index":55,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":77.22,"STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23}
31
+ {"index":58,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":77.17,"STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62}
32
+ {"index":36,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":75.87,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6}
33
+ {"index":74,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
34
+ {"index":78,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
35
+ {"index":81,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":75.14,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83}
36
+ {"index":92,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
37
+ {"index":64,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
38
+ {"index":93,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
39
+ {"index":80,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.49,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74}
40
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41
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57
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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77
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78
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80
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83
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@@ -1,59 +1,86 @@
1
- {"index":65,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
2
- {"index":54,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
3
- {"index":58,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
4
- {"index":28,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
5
- {"index":82,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
6
- {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
7
- {"index":29,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
8
- {"index":0,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
9
- {"index":9,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
10
- {"index":15,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
11
- {"index":16,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
12
- {"index":11,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
13
- {"index":49,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
14
- {"index":56,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
15
- {"index":1,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
16
- {"index":45,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
17
- {"index":55,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
18
- {"index":53,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
19
- {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
20
- {"index":97,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
21
- {"index":83,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
22
- {"index":3,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
23
- {"index":27,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
24
- {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
25
- {"index":63,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
26
- {"index":64,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
27
- {"index":81,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
28
- {"index":66,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
29
- {"index":26,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
30
- {"index":68,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
31
- {"index":62,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
32
- {"index":80,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
33
- {"index":4,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
34
- {"index":61,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
35
- {"index":10,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
36
- {"index":35,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
37
- {"index":96,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
38
- {"index":59,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
39
- {"index":79,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
40
- {"index":50,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
41
- {"index":88,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
42
- {"index":51,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
43
- {"index":78,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
44
- {"index":94,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
45
- {"index":21,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
46
- {"index":20,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
47
- {"index":36,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
48
- {"index":95,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
49
- {"index":22,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
50
- {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
51
- {"index":44,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
52
- {"index":7,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
53
- {"index":93,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
54
- {"index":2,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
55
- {"index":70,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
56
- {"index":92,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
57
- {"index":74,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
58
- {"index":77,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
59
- {"index":60,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":65,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":32.46}
2
+ {"index":54,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"SummEvalFr":32.22}
3
+ {"index":58,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":31.85}
4
+ {"index":28,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"SummEvalFr":31.62}
5
+ {"index":82,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":31.59}
6
+ {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","SummEvalFr":31.56}
7
+ {"index":29,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":31.55}
8
+ {"index":0,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","SummEvalFr":31.47}
9
+ {"index":9,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"SummEvalFr":31.45}
10
+ {"index":15,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":31.4}
11
+ {"index":16,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":31.26}
12
+ {"index":11,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"SummEvalFr":31.26}
13
+ {"index":49,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":31.26}
14
+ {"index":56,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":30.92}
15
+ {"index":1,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"SummEvalFr":30.88}
16
+ {"index":45,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":30.88}
17
+ {"index":55,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":30.76}
18
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19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"SummEvalFr":30.5}
20
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21
+ {"index":83,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":30.39}
22
+ {"index":3,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"SummEvalFr":30.34}
23
+ {"index":27,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":30.3}
24
+ {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":30.3}
25
+ {"index":63,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":30.28}
26
+ {"index":64,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":30.27}
27
+ {"index":81,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":30.23}
28
+ {"index":66,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":30.22}
29
+ {"index":26,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":30.16}
30
+ {"index":68,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":30.16}
31
+ {"index":62,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"SummEvalFr":30.13}
32
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33
+ {"index":4,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"SummEvalFr":29.96}
34
+ {"index":61,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"SummEvalFr":29.74}
35
+ {"index":10,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"SummEvalFr":29.74}
36
+ {"index":35,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":29.69}
37
+ {"index":96,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":29.65}
38
+ {"index":59,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"SummEvalFr":29.48}
39
+ {"index":79,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":29.47}
40
+ {"index":50,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":29.43}
41
+ {"index":88,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEvalFr":29.33}
42
+ {"index":51,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":29.25}
43
+ {"index":78,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":29.2}
44
+ {"index":94,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":29.14}
45
+ {"index":21,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":29.13}
46
+ {"index":20,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":29.06}
47
+ {"index":36,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":29.04}
48
+ {"index":95,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":28.89}
49
+ {"index":22,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":28.84}
50
+ {"index":52,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":28.81}
51
+ {"index":44,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":28.77}
52
+ {"index":7,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEvalFr":28.72}
53
+ {"index":93,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"SummEvalFr":28.56}
54
+ {"index":2,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"SummEvalFr":28.34}
55
+ {"index":70,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":28.28}
56
+ {"index":92,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"SummEvalFr":28.21}
57
+ {"index":74,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"SummEvalFr":28.12}
58
+ {"index":77,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":27.59}
59
+ {"index":60,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"SummEvalFr":23.63}
60
+ {"index":6,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEvalFr":""}
61
+ {"index":17,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
62
+ {"index":18,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
63
+ {"index":19,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
64
+ {"index":23,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"SummEvalFr":""}
65
+ {"index":25,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":""}
66
+ {"index":31,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":""}
67
+ {"index":32,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"SummEvalFr":""}
68
+ {"index":33,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"SummEvalFr":""}
69
+ {"index":34,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"SummEvalFr":""}
70
+ {"index":39,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"SummEvalFr":""}
71
+ {"index":40,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"SummEvalFr":""}
72
+ {"index":41,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":""}
73
+ {"index":43,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
74
+ {"index":46,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
75
+ {"index":47,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
76
+ {"index":57,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEvalFr":""}
77
+ {"index":69,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":""}
78
+ {"index":71,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":""}
79
+ {"index":72,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
80
+ {"index":73,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","SummEvalFr":""}
81
+ {"index":75,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
82
+ {"index":76,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
83
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
84
+ {"index":85,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"SummEvalFr":""}
85
+ {"index":86,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEvalFr":""}
86
+ {"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"SummEvalFr":""}
all_data_tasks/23/default.jsonl CHANGED
@@ -1,59 +1,59 @@
1
- {"index":16,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
2
- {"index":15,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
3
- {"index":28,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
4
- {"index":35,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
5
- {"index":27,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
6
- {"index":36,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
7
- {"index":30,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
8
- {"index":20,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
9
- {"index":57,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
10
- {"index":22,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
11
- {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
12
- {"index":23,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
13
- {"index":24,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
14
- {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
15
- {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
16
- {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
17
- {"index":40,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
18
- {"index":33,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
19
- {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
20
- {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
21
- {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
22
- {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
23
- {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
24
- {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
25
- {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
26
- {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
27
- {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
28
- {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
29
- {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
30
- {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
31
- {"index":14,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
32
- {"index":17,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
33
- {"index":18,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
34
- {"index":19,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
35
- {"index":21,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
36
- {"index":25,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
37
- {"index":29,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
38
- {"index":31,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
39
- {"index":32,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
40
- {"index":34,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
41
- {"index":37,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
42
- {"index":38,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
43
- {"index":39,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
44
- {"index":41,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
45
- {"index":42,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
46
- {"index":43,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
47
- {"index":44,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
48
- {"index":45,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
49
- {"index":46,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
50
- {"index":47,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
51
- {"index":48,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
52
- {"index":49,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
53
- {"index":50,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
54
- {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
55
- {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
57
- {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
58
- {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
59
- {"index":56,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
 
1
+ {"index":16,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
2
+ {"index":15,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
3
+ {"index":28,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
4
+ {"index":35,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
5
+ {"index":27,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
6
+ {"index":36,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
7
+ {"index":30,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
8
+ {"index":20,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
9
+ {"index":57,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
10
+ {"index":22,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
11
+ {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
12
+ {"index":23,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
13
+ {"index":24,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
14
+ {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
15
+ {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
16
+ {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
17
+ {"index":40,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
18
+ {"index":33,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":256,"Max Tokens":512,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":256,"Max Tokens":512,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
20
+ {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
21
+ {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
22
+ {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
23
+ {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
24
+ {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
25
+ {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
26
+ {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
27
+ {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
28
+ {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
29
+ {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
30
+ {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
31
+ {"index":14,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
32
+ {"index":17,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
33
+ {"index":18,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
34
+ {"index":19,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
35
+ {"index":21,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
36
+ {"index":25,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
37
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38
+ {"index":31,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
39
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40
+ {"index":34,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
41
+ {"index":37,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
42
+ {"index":38,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
43
+ {"index":39,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
44
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45
+ {"index":42,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
46
+ {"index":43,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
47
+ {"index":44,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
48
+ {"index":45,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
49
+ {"index":46,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
50
+ {"index":47,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
51
+ {"index":48,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
52
+ {"index":49,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
53
+ {"index":50,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
54
+ {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
55
+ {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
56
+ {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
57
+ {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
58
+ {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
59
+ {"index":56,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
all_data_tasks/24/default.jsonl CHANGED
@@ -1,30 +1,30 @@
1
- {"index":18,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jhu-clsp\/FollowIR-7B\">FollowIR-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":12.15,"Core17InstructionRetrieval":16.48,"News21InstructionRetrieval":6.26,"Robust04InstructionRetrieval":13.72}
2
- {"index":20,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mistralai\/Mistral-7B-Instruct-v0.2\">mistral-7b-instruct-v0.2<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":10.15,"Core17InstructionRetrieval":13.03,"News21InstructionRetrieval":4.81,"Robust04InstructionRetrieval":12.61}
3
- {"index":9,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google\/flan-t5-large\">flan-t5-large<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":4.72,"Core17InstructionRetrieval":1.32,"News21InstructionRetrieval":8.95,"Robust04InstructionRetrieval":3.9}
4
- {"index":3,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":3.45,"Core17InstructionRetrieval":6.7,"News21InstructionRetrieval":1.22,"Robust04InstructionRetrieval":2.44}
5
- {"index":5,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monot5-3b-msmarco-10k\">monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
6
- {"index":0,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":2.33,"Core17InstructionRetrieval":5.44,"News21InstructionRetrieval":3.94,"Robust04InstructionRetrieval":-2.4}
7
- {"index":19,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/meta-llama\/Llama-2-7b-chat-hf\">llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
8
- {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/tart-full-flan-t5-xl\">tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
9
- {"index":8,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google\/flan-t5-base\">flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
10
- {"index":2,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
11
- {"index":14,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-0.62,"Core17InstructionRetrieval":3.76,"News21InstructionRetrieval":0.74,"Robust04InstructionRetrieval":-6.35}
12
- {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":-0.75,"Core17InstructionRetrieval":1.69,"News21InstructionRetrieval":-0.35,"Robust04InstructionRetrieval":-3.59}
13
- {"index":13,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
14
- {"index":28,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":-1.14,"Core17InstructionRetrieval":-0.04,"News21InstructionRetrieval":0.61,"Robust04InstructionRetrieval":-3.99}
15
- {"index":27,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":-1.31,"Core17InstructionRetrieval":-0.62,"News21InstructionRetrieval":-0.37,"Robust04InstructionRetrieval":-2.94}
16
- {"index":6,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monot5-base-msmarco-10k\">monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
17
- {"index":1,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
18
- {"index":17,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":-2.45,"Core17InstructionRetrieval":-0.26,"News21InstructionRetrieval":0.54,"Robust04InstructionRetrieval":-7.62}
19
- {"index":15,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":-2.65,"Core17InstructionRetrieval":0.61,"News21InstructionRetrieval":-1.14,"Robust04InstructionRetrieval":-7.43}
20
- {"index":29,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
21
- {"index":11,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
22
- {"index":25,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":-2.84,"Core17InstructionRetrieval":-0.35,"News21InstructionRetrieval":-0.25,"Robust04InstructionRetrieval":-7.93}
23
- {"index":23,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":-3.0,"Core17InstructionRetrieval":1.49,"News21InstructionRetrieval":-1.11,"Robust04InstructionRetrieval":-9.37}
24
- {"index":16,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":-3.05,"Core17InstructionRetrieval":-1.62,"News21InstructionRetrieval":-0.06,"Robust04InstructionRetrieval":-7.48}
25
- {"index":26,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
26
- {"index":4,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monobert-large-msmarco\">monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
27
- {"index":21,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
28
- {"index":12,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
29
- {"index":10,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-base\">instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
30
- {"index":22,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/orionweller\/tart-dual-contriever-msmarco\">tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
 
1
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2
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3
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4
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5
+ {"index":5,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monot5-3b-msmarco-10k\">monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Embedding Dimensions":-1,"Max Tokens":512,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
6
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7
+ {"index":19,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/meta-llama\/Llama-2-7b-chat-hf\">llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Embedding Dimensions":-1,"Max Tokens":4096,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
8
+ {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/tart-full-flan-t5-xl\">tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Embedding Dimensions":-1,"Max Tokens":512,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
9
+ {"index":8,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google\/flan-t5-base\">flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Embedding Dimensions":-1,"Max Tokens":512,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
10
+ {"index":2,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
11
+ {"index":14,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":-0.62,"Core17InstructionRetrieval":3.76,"News21InstructionRetrieval":0.74,"Robust04InstructionRetrieval":-6.35}
12
+ {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":-0.75,"Core17InstructionRetrieval":1.69,"News21InstructionRetrieval":-0.35,"Robust04InstructionRetrieval":-3.59}
13
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14
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15
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16
+ {"index":6,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monot5-base-msmarco-10k\">monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Embedding Dimensions":-1,"Max Tokens":512,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
17
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18
+ {"index":17,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":-2.45,"Core17InstructionRetrieval":-0.26,"News21InstructionRetrieval":0.54,"Robust04InstructionRetrieval":-7.62}
19
+ {"index":15,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":-2.65,"Core17InstructionRetrieval":0.61,"News21InstructionRetrieval":-1.14,"Robust04InstructionRetrieval":-7.43}
20
+ {"index":29,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
21
+ {"index":11,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
22
+ {"index":25,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":-2.84,"Core17InstructionRetrieval":-0.35,"News21InstructionRetrieval":-0.25,"Robust04InstructionRetrieval":-7.93}
23
+ {"index":23,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":-3.0,"Core17InstructionRetrieval":1.49,"News21InstructionRetrieval":-1.11,"Robust04InstructionRetrieval":-9.37}
24
+ {"index":16,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":-3.05,"Core17InstructionRetrieval":-1.62,"News21InstructionRetrieval":-0.06,"Robust04InstructionRetrieval":-7.48}
25
+ {"index":26,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
26
+ {"index":4,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/castorini\/monobert-large-msmarco\">monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Embedding Dimensions":-1,"Max Tokens":512,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
27
+ {"index":21,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
28
+ {"index":12,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
29
+ {"index":10,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-base\">instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":"N\/A","Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
30
+ {"index":22,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/orionweller\/tart-dual-contriever-msmarco\">tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
all_data_tasks/25/default.jsonl CHANGED
@@ -1,21 +1,21 @@
1
- {"index":7,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepset\/gbert-large\">gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
2
- {"index":17,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
3
- {"index":1,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
4
- {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
5
- {"index":5,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
6
- {"index":4,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aari1995\/German_Semantic_STS_V2\">German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
7
- {"index":16,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
8
- {"index":14,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
9
- {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepset\/gbert-base\">gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23}
10
- {"index":18,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/use-cmlm-multilingual\">use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
11
- {"index":13,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.3,"BlurbsClusteringP2P":32.46,"BlurbsClusteringS2S":14.33,"TenKGnadClusteringP2P":36.13,"TenKGnadClusteringS2S":22.26}
12
- {"index":15,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.29,"BlurbsClusteringP2P":30.59,"BlurbsClusteringS2S":11.57,"TenKGnadClusteringP2P":44.88,"TenKGnadClusteringS2S":18.11}
13
- {"index":10,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.71,"BlurbsClusteringP2P":27.0,"BlurbsClusteringS2S":14.85,"TenKGnadClusteringP2P":21.83,"TenKGnadClusteringS2S":27.16}
14
- {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/uklfr\/gottbert-base\">gottbert-base<\/a>","Model Size (Million Parameters)":127,"Memory Usage (GB, fp32)":0.47,"Average":21.46,"BlurbsClusteringP2P":34.49,"BlurbsClusteringS2S":8.37,"TenKGnadClusteringP2P":33.66,"TenKGnadClusteringS2S":9.34}
15
- {"index":3,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/T-Systems-onsite\/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":19.49,"BlurbsClusteringP2P":30.82,"BlurbsClusteringS2S":12.69,"TenKGnadClusteringP2P":23.5,"TenKGnadClusteringS2S":10.94}
16
- {"index":20,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":18.94,"BlurbsClusteringP2P":29.84,"BlurbsClusteringS2S":7.29,"TenKGnadClusteringP2P":32.46,"TenKGnadClusteringS2S":6.16}
17
- {"index":0,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.62,"BlurbsClusteringP2P":17.47,"BlurbsClusteringS2S":7.96,"TenKGnadClusteringP2P":29.79,"TenKGnadClusteringS2S":11.27}
18
- {"index":12,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84}
19
- {"index":9,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepset\/gelectra-large\">gelectra-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":9.23,"BlurbsClusteringP2P":13.96,"BlurbsClusteringS2S":7.57,"TenKGnadClusteringP2P":11.49,"TenKGnadClusteringS2S":3.91}
20
- {"index":8,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepset\/gelectra-base\">gelectra-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":7.73,"BlurbsClusteringP2P":10.06,"BlurbsClusteringS2S":7.74,"TenKGnadClusteringP2P":9.02,"TenKGnadClusteringS2S":4.11}
21
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1
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2
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3
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4
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5
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6
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7
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8
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9
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10
+ {"index":18,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/use-cmlm-multilingual\">use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
11
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12
+ {"index":15,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.29,"BlurbsClusteringP2P":30.59,"BlurbsClusteringS2S":11.57,"TenKGnadClusteringP2P":44.88,"TenKGnadClusteringS2S":18.11}
13
+ {"index":10,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":22.71,"BlurbsClusteringP2P":27.0,"BlurbsClusteringS2S":14.85,"TenKGnadClusteringP2P":21.83,"TenKGnadClusteringS2S":27.16}
14
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15
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16
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17
+ {"index":0,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":16.62,"BlurbsClusteringP2P":17.47,"BlurbsClusteringS2S":7.96,"TenKGnadClusteringP2P":29.79,"TenKGnadClusteringS2S":11.27}
18
+ {"index":12,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84}
19
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20
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21
+ {"index":2,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","BlurbsClusteringP2P":"","BlurbsClusteringS2S":8.0,"TenKGnadClusteringP2P":"","TenKGnadClusteringS2S":""}
all_data_tasks/26/default.jsonl CHANGED
@@ -1,61 +1,65 @@
1
- {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
2
- {"index":2,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
3
- {"index":1,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
4
- {"index":43,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
5
- {"index":30,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
6
- {"index":42,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":62.92,"AllegroReviews":40.26,"CBD":68.11,"MassiveIntentClassification (pl)":72.31,"MassiveScenarioClassification (pl)":75.53,"PAC":65.87,"PolEmo2.0-IN":71.73,"PolEmo2.0-OUT":46.6}
7
- {"index":40,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.07,"AllegroReviews":37.68,"CBD":66.15,"MassiveIntentClassification (pl)":72.01,"MassiveScenarioClassification (pl)":75.27,"PAC":63.77,"PolEmo2.0-IN":69.46,"PolEmo2.0-OUT":43.14}
8
- {"index":22,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":60.44,"AllegroReviews":40.19,"CBD":67.69,"MassiveIntentClassification (pl)":68.2,"MassiveScenarioClassification (pl)":73.97,"PAC":66.55,"PolEmo2.0-IN":68.41,"PolEmo2.0-OUT":38.06}
9
- {"index":37,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
10
- {"index":3,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
11
- {"index":39,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":59.52,"AllegroReviews":36.38,"CBD":65.54,"MassiveIntentClassification (pl)":70.93,"MassiveScenarioClassification (pl)":74.76,"PAC":64.5,"PolEmo2.0-IN":68.7,"PolEmo2.0-OUT":35.81}
12
- {"index":33,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":59.26,"AllegroReviews":34.11,"CBD":68.35,"MassiveIntentClassification (pl)":65.53,"MassiveScenarioClassification (pl)":68.51,"PAC":68.4,"PolEmo2.0-IN":64.18,"PolEmo2.0-OUT":45.73}
13
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14
- {"index":34,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.99,"AllegroReviews":33.35,"CBD":68.51,"MassiveIntentClassification (pl)":66.63,"MassiveScenarioClassification (pl)":69.97,"PAC":66.26,"PolEmo2.0-IN":63.52,"PolEmo2.0-OUT":44.7}
15
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16
- {"index":41,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.73,"AllegroReviews":33.03,"CBD":64.24,"MassiveIntentClassification (pl)":67.35,"MassiveScenarioClassification (pl)":72.13,"PAC":63.11,"PolEmo2.0-IN":63.96,"PolEmo2.0-OUT":40.32}
17
- {"index":45,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
18
- {"index":46,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
19
- {"index":32,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
20
- {"index":27,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
21
- {"index":56,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
22
- {"index":55,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
23
- {"index":52,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
24
- {"index":5,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
25
- {"index":0,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
26
- {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
27
- {"index":7,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
28
- {"index":9,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-15_10-09-42\">2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.23,"CBD":0.5,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.56,"PolEmo2.0-IN":0.37,"PolEmo2.0-OUT":0.3}
29
- {"index":10,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-17_21-37-12\">2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.21,"CBD":0.54,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.63,"PolEmo2.0-IN":0.34,"PolEmo2.0-OUT":0.28}
30
- {"index":11,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_08-22-22\">2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.51,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.39,"PolEmo2.0-OUT":0.29}
31
- {"index":12,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_10-03-38\">2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.26,"CBD":0.55,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.58,"PolEmo2.0-IN":0.36,"PolEmo2.0-OUT":0.29}
32
- {"index":13,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_21-12-17\">2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.52,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.35,"PolEmo2.0-OUT":0.3}
33
- {"index":14,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_22-23-38\">2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.27,"CBD":0.58,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.65,"PolEmo2.0-IN":0.53,"PolEmo2.0-OUT":0.23}
34
- {"index":15,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_22-27-15\">2024-06-19_22-27-15<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":21.69,"MassiveScenarioClassification (pl)":26.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
35
- {"index":16,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
36
- {"index":17,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":38.21,"MassiveScenarioClassification (pl)":46.21,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
37
- {"index":19,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":64.53,"MassiveScenarioClassification (pl)":68.22,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
38
- {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.2,"MassiveScenarioClassification (pl)":41.89,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
39
- {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.62,"MassiveScenarioClassification (pl)":41.88,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
40
- {"index":23,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":60.07,"MassiveScenarioClassification (pl)":64.0,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
41
- {"index":24,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":50.48,"MassiveScenarioClassification (pl)":49.98,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
42
- {"index":25,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.97,"MassiveScenarioClassification (pl)":42.5,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
43
- {"index":26,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
44
- {"index":28,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":74.85,"MassiveScenarioClassification (pl)":77.37,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
45
- {"index":31,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":73.65,"MassiveScenarioClassification (pl)":76.69,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
46
- {"index":35,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
47
- {"index":36,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
48
- {"index":38,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
49
- {"index":47,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
50
- {"index":50,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
51
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
52
- {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
53
- {"index":57,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
54
- {"index":58,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
55
- {"index":59,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
56
- {"index":60,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
57
- {"index":61,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
58
- {"index":62,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
59
- {"index":63,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
60
- {"index":64,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
61
- {"index":65,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
 
 
 
 
 
1
+ {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
2
+ {"index":2,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
3
+ {"index":1,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
4
+ {"index":43,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
5
+ {"index":30,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
6
+ {"index":42,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":62.92,"AllegroReviews":40.26,"CBD":68.11,"MassiveIntentClassification (pl)":72.31,"MassiveScenarioClassification (pl)":75.53,"PAC":65.87,"PolEmo2.0-IN":71.73,"PolEmo2.0-OUT":46.6}
7
+ {"index":40,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":61.07,"AllegroReviews":37.68,"CBD":66.15,"MassiveIntentClassification (pl)":72.01,"MassiveScenarioClassification (pl)":75.27,"PAC":63.77,"PolEmo2.0-IN":69.46,"PolEmo2.0-OUT":43.14}
8
+ {"index":22,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":60.44,"AllegroReviews":40.19,"CBD":67.69,"MassiveIntentClassification (pl)":68.2,"MassiveScenarioClassification (pl)":73.97,"PAC":66.55,"PolEmo2.0-IN":68.41,"PolEmo2.0-OUT":38.06}
9
+ {"index":37,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
10
+ {"index":3,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
11
+ {"index":39,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.52,"AllegroReviews":36.38,"CBD":65.54,"MassiveIntentClassification (pl)":70.93,"MassiveScenarioClassification (pl)":74.76,"PAC":64.5,"PolEmo2.0-IN":68.7,"PolEmo2.0-OUT":35.81}
12
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13
+ {"index":29,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.01,"AllegroReviews":40.85,"CBD":62.66,"MassiveIntentClassification (pl)":61.04,"MassiveScenarioClassification (pl)":66.11,"PAC":70.87,"PolEmo2.0-IN":67.66,"PolEmo2.0-OUT":43.91}
14
+ {"index":34,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.99,"AllegroReviews":33.35,"CBD":68.51,"MassiveIntentClassification (pl)":66.63,"MassiveScenarioClassification (pl)":69.97,"PAC":66.26,"PolEmo2.0-IN":63.52,"PolEmo2.0-OUT":44.7}
15
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16
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17
+ {"index":45,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
18
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19
+ {"index":32,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
20
+ {"index":27,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
21
+ {"index":56,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
22
+ {"index":55,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
23
+ {"index":52,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
24
+ {"index":5,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
25
+ {"index":0,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
26
+ {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
27
+ {"index":7,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
28
+ {"index":8,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
29
+ {"index":9,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-15_10-09-42\">2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":0.23,"CBD":0.5,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.56,"PolEmo2.0-IN":0.37,"PolEmo2.0-OUT":0.3}
30
+ {"index":10,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-17_21-37-12\">2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":0.21,"CBD":0.54,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.63,"PolEmo2.0-IN":0.34,"PolEmo2.0-OUT":0.28}
31
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32
+ {"index":12,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_10-03-38\">2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":0.26,"CBD":0.55,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.58,"PolEmo2.0-IN":0.36,"PolEmo2.0-OUT":0.29}
33
+ {"index":13,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_21-12-17\">2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":0.22,"CBD":0.52,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.35,"PolEmo2.0-OUT":0.3}
34
+ {"index":14,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_22-23-38\">2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":0.27,"CBD":0.58,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.65,"PolEmo2.0-IN":0.53,"PolEmo2.0-OUT":0.23}
35
+ {"index":15,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_22-27-15\">2024-06-19_22-27-15<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":21.69,"MassiveScenarioClassification (pl)":26.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
36
+ {"index":16,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
37
+ {"index":17,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":38.21,"MassiveScenarioClassification (pl)":46.21,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
38
+ {"index":19,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":64.53,"MassiveScenarioClassification (pl)":68.22,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
39
+ {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.2,"MassiveScenarioClassification (pl)":41.89,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
40
+ {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.62,"MassiveScenarioClassification (pl)":41.88,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
41
+ {"index":23,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":60.07,"MassiveScenarioClassification (pl)":64.0,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
42
+ {"index":24,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":50.48,"MassiveScenarioClassification (pl)":49.98,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
43
+ {"index":25,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.97,"MassiveScenarioClassification (pl)":42.5,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
44
+ {"index":26,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
45
+ {"index":28,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":74.85,"MassiveScenarioClassification (pl)":77.37,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
46
+ {"index":31,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":73.65,"MassiveScenarioClassification (pl)":76.69,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
47
+ {"index":35,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
48
+ {"index":36,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
49
+ {"index":38,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
50
+ {"index":47,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
51
+ {"index":48,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
52
+ {"index":49,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
53
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54
+ {"index":51,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
55
+ {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
56
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57
+ {"index":57,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
58
+ {"index":58,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
59
+ {"index":59,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
60
+ {"index":60,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
61
+ {"index":61,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
62
+ {"index":62,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
63
+ {"index":63,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
64
+ {"index":64,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
65
+ {"index":65,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
all_data_tasks/27/default.jsonl CHANGED
@@ -1,24 +1,48 @@
1
- {"index":2,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
2
- {"index":4,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
3
- {"index":1,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
4
- {"index":30,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
5
- {"index":37,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
6
- {"index":3,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
7
- {"index":45,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
8
- {"index":42,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":33.08}
9
- {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":32.85}
10
- {"index":41,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":31.77}
11
- {"index":44,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
12
- {"index":34,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
13
- {"index":43,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"8TagsClustering":31.16}
14
- {"index":40,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
15
- {"index":39,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
16
- {"index":33,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
17
- {"index":56,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
18
- {"index":29,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
19
- {"index":32,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
20
- {"index":55,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
21
- {"index":27,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
22
- {"index":46,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
23
- {"index":52,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
24
- {"index":5,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":2,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"8TagsClustering":51.36}
2
+ {"index":4,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"8TagsClustering":50.29}
3
+ {"index":1,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"8TagsClustering":44.59}
4
+ {"index":30,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"8TagsClustering":33.88}
5
+ {"index":37,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"8TagsClustering":33.67}
6
+ {"index":3,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"8TagsClustering":33.67}
7
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8
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9
+ {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":32.85}
10
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11
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12
+ {"index":34,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":31.49}
13
+ {"index":43,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"8TagsClustering":31.16}
14
+ {"index":40,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"8TagsClustering":30.62}
15
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16
+ {"index":33,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":28.15}
17
+ {"index":56,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":25.62}
18
+ {"index":29,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":24.97}
19
+ {"index":32,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"8TagsClustering":23.92}
20
+ {"index":55,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"8TagsClustering":23.24}
21
+ {"index":27,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","8TagsClustering":18.79}
22
+ {"index":46,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"8TagsClustering":12.96}
23
+ {"index":52,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"8TagsClustering":12.51}
24
+ {"index":5,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","8TagsClustering":4.68}
25
+ {"index":0,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","8TagsClustering":""}
26
+ {"index":8,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"8TagsClustering":""}
27
+ {"index":17,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"8TagsClustering":""}
28
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@@ -1,30 +1,54 @@
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@@ -1,23 +1,47 @@
1
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9
- {"index":3,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
10
- {"index":37,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
11
- {"index":29,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.01,"ArguAna-PL":42.81,"DBPedia-PL":30.23,"FiQA-PL":25.52,"HotpotQA-PL":63.52,"MSMARCO-PL":29.52,"NFCorpus-PL":25.98,"NQ-PL":44.8,"Quora-PL":81.22,"SCIDOCS-PL":12.35,"SciFact-PL":62.11,"TRECCOVID-PL":66.06}
12
- {"index":41,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.83,"ArguAna-PL":54.31,"DBPedia-PL":30.28,"FiQA-PL":29.75,"HotpotQA-PL":57.14,"MSMARCO-PL":25.94,"NFCorpus-PL":27.6,"NQ-PL":33.83,"Quora-PL":81.15,"SCIDOCS-PL":14.79,"SciFact-PL":58.14,"TRECCOVID-PL":58.2}
13
- {"index":32,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.43,"ArguAna-PL":37.43,"DBPedia-PL":29.27,"FiQA-PL":22.03,"HotpotQA-PL":60.15,"MSMARCO-PL":26.94,"NFCorpus-PL":26.48,"NQ-PL":40.46,"Quora-PL":78.7,"SCIDOCS-PL":11.6,"SciFact-PL":62.76,"TRECCOVID-PL":70.92}
14
- {"index":22,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.19,"ArguAna-PL":56.06,"DBPedia-PL":27.0,"FiQA-PL":24.73,"HotpotQA-PL":50.61,"MSMARCO-PL":43.25,"NFCorpus-PL":31.15,"NQ-PL":28.89,"Quora-PL":83.59,"SCIDOCS-PL":12.21,"SciFact-PL":57.73,"TRECCOVID-PL":48.83}
15
- {"index":33,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":39.16,"ArguAna-PL":41.97,"DBPedia-PL":24.07,"FiQA-PL":24.25,"HotpotQA-PL":43.41,"MSMARCO-PL":51.56,"NFCorpus-PL":25.95,"NQ-PL":35.09,"Quora-PL":78.86,"SCIDOCS-PL":11.0,"SciFact-PL":51.92,"TRECCOVID-PL":42.64}
16
- {"index":34,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":38.43,"ArguAna-PL":44.12,"DBPedia-PL":26.32,"FiQA-PL":24.95,"HotpotQA-PL":45.13,"MSMARCO-PL":25.47,"NFCorpus-PL":28.55,"NQ-PL":37.9,"Quora-PL":77.98,"SCIDOCS-PL":10.9,"SciFact-PL":54.44,"TRECCOVID-PL":46.98}
17
- {"index":45,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":34.44,"ArguAna-PL":51.87,"DBPedia-PL":24.59,"FiQA-PL":22.27,"HotpotQA-PL":32.11,"MSMARCO-PL":17.91,"NFCorpus-PL":24.05,"NQ-PL":23.54,"Quora-PL":81.49,"SCIDOCS-PL":13.23,"SciFact-PL":52.51,"TRECCOVID-PL":35.23}
18
- {"index":44,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":32.08,"ArguAna-PL":49.42,"DBPedia-PL":19.82,"FiQA-PL":19.58,"HotpotQA-PL":23.47,"MSMARCO-PL":16.51,"NFCorpus-PL":22.49,"NQ-PL":19.83,"Quora-PL":81.17,"SCIDOCS-PL":12.15,"SciFact-PL":49.49,"TRECCOVID-PL":38.97}
19
- {"index":56,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.16,"ArguAna-PL":42.62,"DBPedia-PL":20.18,"FiQA-PL":14.68,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SciFact-PL":41.53,"TRECCOVID-PL":35.38}
20
- {"index":55,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.66,"ArguAna-PL":37.83,"DBPedia-PL":18.0,"FiQA-PL":12.49,"HotpotQA-PL":22.76,"MSMARCO-PL":10.39,"NFCorpus-PL":17.16,"NQ-PL":12.56,"Quora-PL":77.18,"SCIDOCS-PL":10.26,"SciFact-PL":40.24,"TRECCOVID-PL":34.38}
21
- {"index":46,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":23.36,"ArguAna-PL":38.52,"DBPedia-PL":16.1,"FiQA-PL":7.63,"HotpotQA-PL":19.72,"MSMARCO-PL":7.22,"NFCorpus-PL":17.45,"NQ-PL":9.65,"Quora-PL":74.96,"SCIDOCS-PL":7.48,"SciFact-PL":39.79,"TRECCOVID-PL":18.45}
22
- {"index":52,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":21.18,"ArguAna-PL":36.7,"DBPedia-PL":12.36,"FiQA-PL":8.02,"HotpotQA-PL":20.83,"MSMARCO-PL":4.57,"NFCorpus-PL":16.28,"NQ-PL":5.85,"Quora-PL":71.95,"SCIDOCS-PL":6.5,"SciFact-PL":33.03,"TRECCOVID-PL":16.91}
23
- {"index":27,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":59.41,"ArguAna-PL":59.71,"DBPedia-PL":43.19,"FiQA-PL":46.12,"HotpotQA-PL":77.03,"MSMARCO-PL":72.69,"NFCorpus-PL":36.72,"NQ-PL":56.85,"Quora-PL":84.47,"SCIDOCS-PL":19.53,"SciFact-PL":74.43,"TRECCOVID-PL":82.75}
2
+ {"index":2,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":54.69,"ArguAna-PL":59.87,"DBPedia-PL":41.3,"FiQA-PL":41.05,"HotpotQA-PL":67.61,"MSMARCO-PL":62.22,"NFCorpus-PL":30.89,"NQ-PL":48.45,"Quora-PL":83.21,"SCIDOCS-PL":16.08,"SciFact-PL":70.58,"TRECCOVID-PL":80.3}
3
+ {"index":43,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.71,"ArguAna-PL":63.4,"DBPedia-PL":40.27,"FiQA-PL":40.89,"HotpotQA-PL":71.04,"MSMARCO-PL":36.63,"NFCorpus-PL":33.94,"NQ-PL":47.62,"Quora-PL":85.51,"SCIDOCS-PL":19.47,"SciFact-PL":70.23,"TRECCOVID-PL":70.81}
4
+ {"index":40,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.63,"ArguAna-PL":63.25,"DBPedia-PL":39.84,"FiQA-PL":39.9,"HotpotQA-PL":70.94,"MSMARCO-PL":36.47,"NFCorpus-PL":34.03,"NQ-PL":47.33,"Quora-PL":85.63,"SCIDOCS-PL":19.13,"SciFact-PL":71.21,"TRECCOVID-PL":71.18}
5
+ {"index":1,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
6
+ {"index":39,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.06,"ArguAna-PL":58.4,"DBPedia-PL":37.19,"FiQA-PL":34.53,"HotpotQA-PL":66.25,"MSMARCO-PL":32.54,"NFCorpus-PL":33.71,"NQ-PL":44.6,"Quora-PL":84.44,"SCIDOCS-PL":17.35,"SciFact-PL":68.29,"TRECCOVID-PL":73.33}
7
+ {"index":42,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.92,"ArguAna-PL":59.02,"DBPedia-PL":36.22,"FiQA-PL":35.01,"HotpotQA-PL":66.64,"MSMARCO-PL":33.05,"NFCorpus-PL":34.14,"NQ-PL":45.65,"Quora-PL":84.44,"SCIDOCS-PL":17.84,"SciFact-PL":65.75,"TRECCOVID-PL":71.33}
8
+ {"index":30,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":48.98,"ArguAna-PL":53.02,"DBPedia-PL":35.82,"FiQA-PL":33.0,"HotpotQA-PL":67.41,"MSMARCO-PL":33.38,"NFCorpus-PL":30.24,"NQ-PL":52.79,"Quora-PL":83.65,"SCIDOCS-PL":13.81,"SciFact-PL":65.66,"TRECCOVID-PL":70.03}
9
+ {"index":3,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
10
+ {"index":37,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
11
+ {"index":29,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":44.01,"ArguAna-PL":42.81,"DBPedia-PL":30.23,"FiQA-PL":25.52,"HotpotQA-PL":63.52,"MSMARCO-PL":29.52,"NFCorpus-PL":25.98,"NQ-PL":44.8,"Quora-PL":81.22,"SCIDOCS-PL":12.35,"SciFact-PL":62.11,"TRECCOVID-PL":66.06}
12
+ {"index":41,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.83,"ArguAna-PL":54.31,"DBPedia-PL":30.28,"FiQA-PL":29.75,"HotpotQA-PL":57.14,"MSMARCO-PL":25.94,"NFCorpus-PL":27.6,"NQ-PL":33.83,"Quora-PL":81.15,"SCIDOCS-PL":14.79,"SciFact-PL":58.14,"TRECCOVID-PL":58.2}
13
+ {"index":32,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.43,"ArguAna-PL":37.43,"DBPedia-PL":29.27,"FiQA-PL":22.03,"HotpotQA-PL":60.15,"MSMARCO-PL":26.94,"NFCorpus-PL":26.48,"NQ-PL":40.46,"Quora-PL":78.7,"SCIDOCS-PL":11.6,"SciFact-PL":62.76,"TRECCOVID-PL":70.92}
14
+ {"index":22,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":42.19,"ArguAna-PL":56.06,"DBPedia-PL":27.0,"FiQA-PL":24.73,"HotpotQA-PL":50.61,"MSMARCO-PL":43.25,"NFCorpus-PL":31.15,"NQ-PL":28.89,"Quora-PL":83.59,"SCIDOCS-PL":12.21,"SciFact-PL":57.73,"TRECCOVID-PL":48.83}
15
+ {"index":33,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.16,"ArguAna-PL":41.97,"DBPedia-PL":24.07,"FiQA-PL":24.25,"HotpotQA-PL":43.41,"MSMARCO-PL":51.56,"NFCorpus-PL":25.95,"NQ-PL":35.09,"Quora-PL":78.86,"SCIDOCS-PL":11.0,"SciFact-PL":51.92,"TRECCOVID-PL":42.64}
16
+ {"index":34,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":38.43,"ArguAna-PL":44.12,"DBPedia-PL":26.32,"FiQA-PL":24.95,"HotpotQA-PL":45.13,"MSMARCO-PL":25.47,"NFCorpus-PL":28.55,"NQ-PL":37.9,"Quora-PL":77.98,"SCIDOCS-PL":10.9,"SciFact-PL":54.44,"TRECCOVID-PL":46.98}
17
+ {"index":45,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":34.44,"ArguAna-PL":51.87,"DBPedia-PL":24.59,"FiQA-PL":22.27,"HotpotQA-PL":32.11,"MSMARCO-PL":17.91,"NFCorpus-PL":24.05,"NQ-PL":23.54,"Quora-PL":81.49,"SCIDOCS-PL":13.23,"SciFact-PL":52.51,"TRECCOVID-PL":35.23}
18
+ {"index":44,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":32.08,"ArguAna-PL":49.42,"DBPedia-PL":19.82,"FiQA-PL":19.58,"HotpotQA-PL":23.47,"MSMARCO-PL":16.51,"NFCorpus-PL":22.49,"NQ-PL":19.83,"Quora-PL":81.17,"SCIDOCS-PL":12.15,"SciFact-PL":49.49,"TRECCOVID-PL":38.97}
19
+ {"index":56,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":29.16,"ArguAna-PL":42.62,"DBPedia-PL":20.18,"FiQA-PL":14.68,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SciFact-PL":41.53,"TRECCOVID-PL":35.38}
20
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21
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
+ {"index":50,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
40
+ {"index":51,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
41
+ {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
42
+ {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
43
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44
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45
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46
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47
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all_data_tasks/3/default.jsonl CHANGED
The diff for this file is too large to render. See raw diff
 
all_data_tasks/30/default.jsonl CHANGED
@@ -1,58 +1,62 @@
1
- {"index":2,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
2
- {"index":42,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":70.7,"CDSC-R":92.54,"SICK-R-PL":79.2,"STS22 (pl)":40.36}
3
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4
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5
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6
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7
- {"index":22,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
8
- {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
9
- {"index":37,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
10
- {"index":44,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
11
- {"index":41,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
12
- {"index":1,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
13
- {"index":45,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
14
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15
- {"index":56,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
16
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17
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18
- {"index":34,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":65.01,"CDSC-R":89.09,"SICK-R-PL":67.26,"STS22 (pl)":38.69}
19
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20
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21
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22
- {"index":52,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.59,"CDSC-R":87.67,"SICK-R-PL":65.53,"STS22 (pl)":34.58}
23
- {"index":27,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
24
- {"index":0,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.34}
25
- {"index":9,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-15_10-09-42\">2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.46,"SICK-R-PL":0.43,"STS22 (pl)":""}
26
- {"index":10,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-17_21-37-12\">2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
27
- {"index":11,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_08-22-22\">2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
28
- {"index":12,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_10-03-38\">2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.62,"SICK-R-PL":0.42,"STS22 (pl)":""}
29
- {"index":13,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_21-12-17\">2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.3,"SICK-R-PL":0.28,"STS22 (pl)":""}
30
- {"index":14,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ILKT\/2024-06-19_22-23-38\">2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
31
- {"index":16,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
32
- {"index":17,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
33
- {"index":18,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ManiShankar-AlpesAi\/paraphrase-multilingual-mpnet-base-v2-KE_Sieve\">paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
34
- {"index":19,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.79}
35
- {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
36
- {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":14.91}
37
- {"index":23,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":42.08}
38
- {"index":24,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":31.13}
39
- {"index":26,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
40
- {"index":28,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":39.21}
41
- {"index":35,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
42
- {"index":36,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
43
- {"index":38,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
44
- {"index":47,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":19.22}
45
- {"index":48,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":26.77}
46
- {"index":50,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":13.56}
47
- {"index":51,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.47}
48
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":30.68}
49
- {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":33.74}
50
- {"index":57,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":24.42}
51
- {"index":58,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":25.0}
52
- {"index":59,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.04}
53
- {"index":60,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":9.71}
54
- {"index":61,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.81}
55
- {"index":62,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
56
- {"index":63,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
57
- {"index":64,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
58
- {"index":65,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
 
 
 
 
 
1
+ {"index":2,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
2
+ {"index":42,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-base\">mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.7,"CDSC-R":92.54,"SICK-R-PL":79.2,"STS22 (pl)":40.36}
3
+ {"index":4,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":70.64,"CDSC-R":90.97,"SICK-R-PL":78.16,"STS22 (pl)":42.79}
4
+ {"index":43,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-roberta-large\">mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.59,"CDSC-R":92.54,"SICK-R-PL":79.91,"STS22 (pl)":39.32}
5
+ {"index":39,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-base\">mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.13,"CDSC-R":93.26,"SICK-R-PL":76.77,"STS22 (pl)":40.36}
6
+ {"index":40,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-large\">mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":69.98,"CDSC-R":93.5,"SICK-R-PL":76.04,"STS22 (pl)":40.4}
7
+ {"index":22,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrlikB\/st-polish-kartonberta-base-alpha-v1\">st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
8
+ {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
9
+ {"index":37,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
10
+ {"index":44,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
11
+ {"index":41,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/mmlw-e5-small\">mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
12
+ {"index":1,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
13
+ {"index":45,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
14
+ {"index":30,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
15
+ {"index":56,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
16
+ {"index":32,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.18,"CDSC-R":90.27,"SICK-R-PL":69.46,"STS22 (pl)":35.8}
17
+ {"index":29,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":65.13,"CDSC-R":90.08,"SICK-R-PL":71.23,"STS22 (pl)":34.07}
18
+ {"index":34,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":65.01,"CDSC-R":89.09,"SICK-R-PL":67.26,"STS22 (pl)":38.69}
19
+ {"index":55,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":63.83,"CDSC-R":88.98,"SICK-R-PL":68.77,"STS22 (pl)":33.73}
20
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21
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22
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23
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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all_data_tasks/31/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
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2
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3
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4
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5
- {"index":0,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":60.46,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57,"MassiveIntentClassification (rus-Cyrl)":68.75,"MassiveScenarioClassification (rus-Cyrl)":73.42}
6
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7
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8
- {"index":15,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.26,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69,"MassiveIntentClassification (rus-Cyrl)":62.78,"MassiveScenarioClassification (rus-Cyrl)":68.21}
9
- {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.52,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8,"MassiveIntentClassification (rus-Cyrl)":61.42,"MassiveScenarioClassification (rus-Cyrl)":68.13}
10
- {"index":7,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.24,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04,"MassiveIntentClassification (rus-Cyrl)":61.09,"MassiveScenarioClassification (rus-Cyrl)":67.6}
11
- {"index":23,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.88,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14,"MassiveIntentClassification (rus-Cyrl)":63.23,"MassiveScenarioClassification (rus-Cyrl)":69.92}
12
- {"index":17,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.44,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72,"MassiveIntentClassification (rus-Cyrl)":58.43,"MassiveScenarioClassification (rus-Cyrl)":63.89}
13
- {"index":13,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.18,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34,"MassiveIntentClassification (rus-Cyrl)":61.32,"MassiveScenarioClassification (rus-Cyrl)":64.71}
14
- {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":55.15,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65,"MassiveIntentClassification (rus-Cyrl)":63.12,"MassiveScenarioClassification (rus-Cyrl)":68.08}
15
- {"index":25,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":55.01,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79,"MassiveIntentClassification (rus-Cyrl)":57.98,"MassiveScenarioClassification (rus-Cyrl)":62.9}
16
- {"index":8,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":54.98,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36,"MassiveIntentClassification (rus-Cyrl)":60.53,"MassiveScenarioClassification (rus-Cyrl)":65.15}
17
- {"index":18,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":54.7,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48,"MassiveIntentClassification (rus-Cyrl)":60.64,"MassiveScenarioClassification (rus-Cyrl)":65.23}
18
- {"index":22,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.77,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41,"MassiveIntentClassification (rus-Cyrl)":59.06,"MassiveScenarioClassification (rus-Cyrl)":65.25}
19
- {"index":10,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":52.17,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48,"MassiveIntentClassification (rus-Cyrl)":50.83,"MassiveScenarioClassification (rus-Cyrl)":59.15}
20
- {"index":2,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.6,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13,"MassiveIntentClassification (rus-Cyrl)":53.02,"MassiveScenarioClassification (rus-Cyrl)":56.79}
21
- {"index":3,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91}
22
- {"index":9,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15}
23
- {"index":21,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71}
24
- {"index":20,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46}
25
- {"index":19,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77}
26
- {"index":5,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33,"MassiveIntentClassification (rus-Cyrl)":"","MassiveScenarioClassification (rus-Cyrl)":""}
 
1
+ {"index":13,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.11,"GeoreviewClassification (rus-Cyrl)":56.72,"HeadlineClassification (rus-Cyrl)":87.02,"InappropriatenessClassification (rus-Cyrl)":70.36,"KinopoiskClassification (rus-Cyrl)":68.35,"RuReviewsClassification (rus-Cyrl)":70.57,"RuSciBenchGRNTIClassification (rus-Cyrl)":66.05,"RuSciBenchOECDClassification (rus-Cyrl)":52.11,"MassiveIntentClassification (rus-Cyrl)":73.74,"MassiveScenarioClassification (rus-Cyrl)":77.1}
2
+ {"index":4,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":67.48,"GeoreviewClassification (rus-Cyrl)":53.47,"HeadlineClassification (rus-Cyrl)":85.66,"InappropriatenessClassification (rus-Cyrl)":65.29,"KinopoiskClassification (rus-Cyrl)":64.25,"RuReviewsClassification (rus-Cyrl)":68.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.56,"RuSciBenchOECDClassification (rus-Cyrl)":51.2,"MassiveIntentClassification (rus-Cyrl)":76.01,"MassiveScenarioClassification (rus-Cyrl)":78.28}
3
+ {"index":11,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":61.92,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2,"MassiveIntentClassification (rus-Cyrl)":68.85,"MassiveScenarioClassification (rus-Cyrl)":72.9}
4
+ {"index":15,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":61.01,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.59,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91,"MassiveIntentClassification (rus-Cyrl)":65.76,"MassiveScenarioClassification (rus-Cyrl)":70.85}
5
+ {"index":0,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":60.46,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57,"MassiveIntentClassification (rus-Cyrl)":68.75,"MassiveScenarioClassification (rus-Cyrl)":73.42}
6
+ {"index":10,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.88,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28,"MassiveIntentClassification (rus-Cyrl)":65.57,"MassiveScenarioClassification (rus-Cyrl)":68.33}
7
+ {"index":23,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.23,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58,"MassiveIntentClassification (rus-Cyrl)":66.08,"MassiveScenarioClassification (rus-Cyrl)":71.13}
8
+ {"index":14,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.26,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69,"MassiveIntentClassification (rus-Cyrl)":62.78,"MassiveScenarioClassification (rus-Cyrl)":68.21}
9
+ {"index":5,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":57.52,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8,"MassiveIntentClassification (rus-Cyrl)":61.42,"MassiveScenarioClassification (rus-Cyrl)":68.13}
10
+ {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.24,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04,"MassiveIntentClassification (rus-Cyrl)":61.09,"MassiveScenarioClassification (rus-Cyrl)":67.6}
11
+ {"index":22,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.88,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14,"MassiveIntentClassification (rus-Cyrl)":63.23,"MassiveScenarioClassification (rus-Cyrl)":69.92}
12
+ {"index":16,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.44,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72,"MassiveIntentClassification (rus-Cyrl)":58.43,"MassiveScenarioClassification (rus-Cyrl)":63.89}
13
+ {"index":12,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.18,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34,"MassiveIntentClassification (rus-Cyrl)":61.32,"MassiveScenarioClassification (rus-Cyrl)":64.71}
14
+ {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.15,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65,"MassiveIntentClassification (rus-Cyrl)":63.12,"MassiveScenarioClassification (rus-Cyrl)":68.08}
15
+ {"index":24,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":55.01,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79,"MassiveIntentClassification (rus-Cyrl)":57.98,"MassiveScenarioClassification (rus-Cyrl)":62.9}
16
+ {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.98,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36,"MassiveIntentClassification (rus-Cyrl)":60.53,"MassiveScenarioClassification (rus-Cyrl)":65.15}
17
+ {"index":17,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.7,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48,"MassiveIntentClassification (rus-Cyrl)":60.64,"MassiveScenarioClassification (rus-Cyrl)":65.23}
18
+ {"index":21,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.77,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41,"MassiveIntentClassification (rus-Cyrl)":59.06,"MassiveScenarioClassification (rus-Cyrl)":65.25}
19
+ {"index":9,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":52.17,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48,"MassiveIntentClassification (rus-Cyrl)":50.83,"MassiveScenarioClassification (rus-Cyrl)":59.15}
20
+ {"index":2,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.6,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13,"MassiveIntentClassification (rus-Cyrl)":53.02,"MassiveScenarioClassification (rus-Cyrl)":56.79}
21
+ {"index":3,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91}
22
+ {"index":8,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15}
23
+ {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71}
24
+ {"index":19,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46}
25
+ {"index":18,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77}
 
all_data_tasks/32/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":14,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.24,"GeoreviewClusteringP2P (rus-Cyrl)":76.32,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":62.27,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":54.13}
2
- {"index":4,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66}
3
- {"index":5,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
4
- {"index":12,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
5
- {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
6
- {"index":24,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
7
- {"index":0,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.38,"GeoreviewClusteringP2P (rus-Cyrl)":63.09,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.83,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
8
- {"index":16,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.23,"GeoreviewClusteringP2P (rus-Cyrl)":59.59,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.98,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.12}
9
- {"index":17,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.35,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.14,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.33}
10
- {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.29,"GeoreviewClusteringP2P (rus-Cyrl)":57.07,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.44,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.36}
11
- {"index":7,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":50.43,"GeoreviewClusteringP2P (rus-Cyrl)":57.12,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.7,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
12
- {"index":15,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.79}
13
- {"index":25,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
14
- {"index":23,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
15
- {"index":22,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.76,"GeoreviewClusteringP2P (rus-Cyrl)":53.37,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
16
- {"index":18,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.74,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.07,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
17
- {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
18
- {"index":3,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
19
- {"index":13,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
20
- {"index":10,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":39.11,"GeoreviewClusteringP2P (rus-Cyrl)":41.58,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":39.78,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":35.98}
21
- {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
22
- {"index":9,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
23
- {"index":2,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
24
- {"index":21,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
25
- {"index":19,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.78,"GeoreviewClusteringP2P (rus-Cyrl)":20.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
26
- {"index":20,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.44}
 
1
+ {"index":13,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P (rus-Cyrl)":76.32,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":62.27,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":54.13}
2
+ {"index":4,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66}
3
+ {"index":11,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
4
+ {"index":10,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
5
+ {"index":23,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
6
+ {"index":0,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P (rus-Cyrl)":63.09,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.83,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
7
+ {"index":15,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P (rus-Cyrl)":59.59,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.98,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.12}
8
+ {"index":16,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.14,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.33}
9
+ {"index":5,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.29,"GeoreviewClusteringP2P (rus-Cyrl)":57.07,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.44,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.36}
10
+ {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P (rus-Cyrl)":57.12,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.7,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
11
+ {"index":14,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.79}
12
+ {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
13
+ {"index":22,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
14
+ {"index":21,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.76,"GeoreviewClusteringP2P (rus-Cyrl)":53.37,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
15
+ {"index":17,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.07,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
16
+ {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
17
+ {"index":3,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
18
+ {"index":12,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
19
+ {"index":9,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P (rus-Cyrl)":41.58,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":39.78,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":35.98}
20
+ {"index":1,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
21
+ {"index":8,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
22
+ {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
23
+ {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
24
+ {"index":18,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.78,"GeoreviewClusteringP2P (rus-Cyrl)":20.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
25
+ {"index":19,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.44}
 
all_data_tasks/33/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":12,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":65.07}
2
- {"index":23,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
3
- {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":60.81}
4
- {"index":5,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
5
- {"index":0,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
6
- {"index":11,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.11}
7
- {"index":3,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
8
- {"index":4,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":58.93}
9
- {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
10
- {"index":16,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.42}
11
- {"index":24,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
12
- {"index":13,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":56.49}
13
- {"index":25,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.27}
14
- {"index":18,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
15
- {"index":8,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
16
- {"index":17,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
17
- {"index":15,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.98}
18
- {"index":2,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":53.17}
19
- {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":53.02}
20
- {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":52.85}
21
- {"index":6,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
22
- {"index":10,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
23
- {"index":7,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
24
- {"index":19,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
25
- {"index":20,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
26
- {"index":21,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
 
1
+ {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa (rus-Cyrl)":65.07}
2
+ {"index":22,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa (rus-Cyrl)":64.57}
3
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4
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5
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6
+ {"index":3,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":59.12}
7
+ {"index":4,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"TERRa (rus-Cyrl)":58.93}
8
+ {"index":21,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa (rus-Cyrl)":58.56}
9
+ {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa (rus-Cyrl)":58.42}
10
+ {"index":23,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":57.81}
11
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12
+ {"index":24,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"TERRa (rus-Cyrl)":56.27}
13
+ {"index":17,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":55.71}
14
+ {"index":7,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":55.61}
15
+ {"index":16,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa (rus-Cyrl)":55.14}
16
+ {"index":14,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa (rus-Cyrl)":54.98}
17
+ {"index":2,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":53.17}
18
+ {"index":1,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"TERRa (rus-Cyrl)":53.02}
19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"TERRa (rus-Cyrl)":52.85}
20
+ {"index":5,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa (rus-Cyrl)":51.97}
21
+ {"index":9,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"TERRa (rus-Cyrl)":51.87}
22
+ {"index":6,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa (rus-Cyrl)":50.17}
23
+ {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"TERRa (rus-Cyrl)":46.4}
24
+ {"index":19,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"TERRa (rus-Cyrl)":45.03}
25
+ {"index":20,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa (rus-Cyrl)":44.52}
 
all_data_tasks/34/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":14,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":69.96,"RuBQReranking (rus-Cyrl)":76.32,"MIRACLReranking (rus-Cyrl)":63.61}
2
- {"index":0,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.03,"MIRACLReranking (rus-Cyrl)":65.38}
3
- {"index":16,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.66,"RuBQReranking (rus-Cyrl)":75.6,"MIRACLReranking (rus-Cyrl)":63.71}
4
- {"index":12,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":68.72,"RuBQReranking (rus-Cyrl)":73.08,"MIRACLReranking (rus-Cyrl)":64.35}
5
- {"index":15,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47}
6
- {"index":17,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.55,"RuBQReranking (rus-Cyrl)":69.98,"MIRACLReranking (rus-Cyrl)":59.12}
7
- {"index":24,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.04,"RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":57.44}
8
- {"index":11,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":55.58,"RuBQReranking (rus-Cyrl)":64.42,"MIRACLReranking (rus-Cyrl)":46.75}
9
- {"index":25,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":54.94,"RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":47.73}
10
- {"index":8,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":41.84,"RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":28.86}
11
- {"index":6,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.14,"MIRACLReranking (rus-Cyrl)":24.99}
12
- {"index":7,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8}
13
- {"index":10,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81}
14
- {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":27.84,"RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":13.09}
15
- {"index":2,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.46,"RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":13.27}
16
- {"index":3,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.83,"RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":13.77}
17
- {"index":4,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RuBQReranking (rus-Cyrl)":72.43,"MIRACLReranking (rus-Cyrl)":""}
18
- {"index":5,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RuBQReranking (rus-Cyrl)":70.87,"MIRACLReranking (rus-Cyrl)":""}
19
- {"index":9,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""}
20
- {"index":13,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""}
21
- {"index":18,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""}
22
- {"index":19,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""}
23
- {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""}
24
- {"index":21,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""}
25
- {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""}
26
- {"index":23,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""}
 
1
+ {"index":13,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.96,"RuBQReranking (rus-Cyrl)":76.32,"MIRACLReranking (rus-Cyrl)":63.61}
2
+ {"index":0,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.03,"MIRACLReranking (rus-Cyrl)":65.38}
3
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4
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5
+ {"index":14,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47}
6
+ {"index":16,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":64.55,"RuBQReranking (rus-Cyrl)":69.98,"MIRACLReranking (rus-Cyrl)":59.12}
7
+ {"index":23,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.04,"RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":57.44}
8
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9
+ {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":54.94,"RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":47.73}
10
+ {"index":7,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.84,"RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":28.86}
11
+ {"index":5,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.14,"MIRACLReranking (rus-Cyrl)":24.99}
12
+ {"index":6,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8}
13
+ {"index":9,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81}
14
+ {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.84,"RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":13.09}
15
+ {"index":2,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.46,"RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":13.27}
16
+ {"index":3,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.83,"RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":13.77}
17
+ {"index":4,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","RuBQReranking (rus-Cyrl)":72.43,"MIRACLReranking (rus-Cyrl)":""}
18
+ {"index":8,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""}
19
+ {"index":12,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""}
20
+ {"index":17,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""}
21
+ {"index":18,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""}
22
+ {"index":19,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""}
23
+ {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""}
24
+ {"index":21,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""}
25
+ {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""}
 
all_data_tasks/35/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":0,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":74.79,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22,"MIRACLRetrieval (rus-Cyrl)":70.16}
2
- {"index":14,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.19,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98,"MIRACLRetrieval (rus-Cyrl)":67.66}
3
- {"index":16,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13,"MIRACLRetrieval (rus-Cyrl)":67.33}
4
- {"index":12,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":73.63,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":67.33}
5
- {"index":15,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6}
6
- {"index":17,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01}
7
- {"index":24,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.68,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":55.97}
8
- {"index":11,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.64,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":35.22}
9
- {"index":25,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":46.69,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":37.07}
10
- {"index":8,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":24.78,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":10.58}
11
- {"index":6,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2}
12
- {"index":10,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89}
13
- {"index":7,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98}
14
- {"index":3,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.09,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":1.92}
15
- {"index":1,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":5.71,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":2.39}
16
- {"index":2,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":5.33,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":0.88}
17
- {"index":20,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39}
18
- {"index":4,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94,"MIRACLRetrieval (rus-Cyrl)":""}
19
- {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77,"MIRACLRetrieval (rus-Cyrl)":""}
20
- {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""}
21
- {"index":13,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""}
22
- {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""}
23
- {"index":19,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""}
24
- {"index":21,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""}
25
- {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""}
26
- {"index":23,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""}
 
1
+ {"index":0,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":74.79,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22,"MIRACLRetrieval (rus-Cyrl)":70.16}
2
+ {"index":13,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.19,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98,"MIRACLRetrieval (rus-Cyrl)":67.66}
3
+ {"index":15,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13,"MIRACLRetrieval (rus-Cyrl)":67.33}
4
+ {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.63,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":67.33}
5
+ {"index":14,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6}
6
+ {"index":16,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01}
7
+ {"index":23,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.68,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":55.97}
8
+ {"index":10,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.64,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":35.22}
9
+ {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":46.69,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":37.07}
10
+ {"index":7,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.78,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":10.58}
11
+ {"index":5,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2}
12
+ {"index":9,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89}
13
+ {"index":6,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98}
14
+ {"index":3,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.09,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":1.92}
15
+ {"index":1,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.71,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":2.39}
16
+ {"index":2,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.33,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":0.88}
17
+ {"index":19,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39}
18
+ {"index":4,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94,"MIRACLRetrieval (rus-Cyrl)":""}
19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""}
20
+ {"index":12,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""}
21
+ {"index":17,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""}
22
+ {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""}
23
+ {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""}
24
+ {"index":21,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""}
25
+ {"index":22,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""}
 
all_data_tasks/36/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":12,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42}
2
- {"index":14,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.71,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":60.83}
3
- {"index":0,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26}
4
- {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39}
5
- {"index":24,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":72.54,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77,"STS22 (rus-Cyrl)":62.89}
6
- {"index":16,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.62,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15,"STS22 (rus-Cyrl)":59.89}
7
- {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":70.23,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48,"STS22 (rus-Cyrl)":60.06}
8
- {"index":15,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.16,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64,"STS22 (rus-Cyrl)":60.67}
9
- {"index":17,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.48,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08,"STS22 (rus-Cyrl)":59.9}
10
- {"index":23,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.98,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46,"STS22 (rus-Cyrl)":58.74}
11
- {"index":22,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.17,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55,"STS22 (rus-Cyrl)":57.08}
12
- {"index":8,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":65.91,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32,"STS22 (rus-Cyrl)":58.53}
13
- {"index":18,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":65.52,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34,"STS22 (rus-Cyrl)":57.49}
14
- {"index":6,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":64.4,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22,"STS22 (rus-Cyrl)":56.82}
15
- {"index":10,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":61.6,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43,"STS22 (rus-Cyrl)":50.23}
16
- {"index":3,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":61.18,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03,"STS22 (rus-Cyrl)":51.27}
17
- {"index":7,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.21,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82,"STS22 (rus-Cyrl)":50.75}
18
- {"index":1,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":56.2,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72,"STS22 (rus-Cyrl)":51.87}
19
- {"index":13,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.39,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47,"STS22 (rus-Cyrl)":47.67}
20
- {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":53.15,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16,"STS22 (rus-Cyrl)":47.88}
21
- {"index":2,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":46.22,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95,"STS22 (rus-Cyrl)":34.98}
22
- {"index":20,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":38.07,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56,"STS22 (rus-Cyrl)":14.72}
23
- {"index":21,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.89,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68,"STS22 (rus-Cyrl)":15.83}
24
- {"index":19,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":37.66,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33,"STS22 (rus-Cyrl)":11.19}
25
- {"index":4,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RUParaPhraserSTS (rus-Cyrl)":74.37,"RuSTSBenchmarkSTS (rus-Cyrl)":81.07,"STS22 (rus-Cyrl)":""}
26
- {"index":5,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69,"STS22 (rus-Cyrl)":""}
 
1
+ {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42}
2
+ {"index":13,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.71,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":60.83}
3
+ {"index":0,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26}
4
+ {"index":10,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39}
5
+ {"index":23,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":72.54,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77,"STS22 (rus-Cyrl)":62.89}
6
+ {"index":15,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.62,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15,"STS22 (rus-Cyrl)":59.89}
7
+ {"index":24,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":70.23,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48,"STS22 (rus-Cyrl)":60.06}
8
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9
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10
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11
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12
+ {"index":7,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.91,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32,"STS22 (rus-Cyrl)":58.53}
13
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14
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15
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16
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17
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18
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19
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20
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21
+ {"index":2,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.22,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95,"STS22 (rus-Cyrl)":34.98}
22
+ {"index":19,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":38.07,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56,"STS22 (rus-Cyrl)":14.72}
23
+ {"index":20,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.89,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68,"STS22 (rus-Cyrl)":15.83}
24
+ {"index":18,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.66,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33,"STS22 (rus-Cyrl)":11.19}
25
+ {"index":4,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","RUParaPhraserSTS (rus-Cyrl)":74.37,"RuSTSBenchmarkSTS (rus-Cyrl)":81.07,"STS22 (rus-Cyrl)":""}
 
all_data_tasks/37/default.jsonl CHANGED
@@ -1,26 +1,25 @@
1
- {"index":14,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":42.93,"CEDRClassification (rus-Cyrl)":51.94,"SensitiveTopicsClassification (rus-Cyrl)":33.92}
2
- {"index":5,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":38.88,"CEDRClassification (rus-Cyrl)":44.69,"SensitiveTopicsClassification (rus-Cyrl)":33.07}
3
- {"index":11,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":36.98,"CEDRClassification (rus-Cyrl)":46.47,"SensitiveTopicsClassification (rus-Cyrl)":27.5}
4
- {"index":24,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52}
5
- {"index":16,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.01,"CEDRClassification (rus-Cyrl)":44.84,"SensitiveTopicsClassification (rus-Cyrl)":27.17}
6
- {"index":12,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29}
7
- {"index":4,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.6,"CEDRClassification (rus-Cyrl)":42.68,"SensitiveTopicsClassification (rus-Cyrl)":28.52}
8
- {"index":0,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":34.86,"CEDRClassification (rus-Cyrl)":43.47,"SensitiveTopicsClassification (rus-Cyrl)":26.25}
9
- {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98}
10
- {"index":23,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83}
11
- {"index":6,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.67,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.54}
12
- {"index":17,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":32.38,"CEDRClassification (rus-Cyrl)":40.39,"SensitiveTopicsClassification (rus-Cyrl)":24.38}
13
- {"index":7,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":31.87,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.9}
14
- {"index":25,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44}
15
- {"index":18,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23}
16
- {"index":22,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84}
17
- {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79}
18
- {"index":10,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":29.45,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.03}
19
- {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45}
20
- {"index":13,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67}
21
- {"index":9,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54}
22
- {"index":3,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05}
23
- {"index":21,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83}
24
- {"index":2,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8}
25
- {"index":19,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05}
26
- {"index":20,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82}
 
1
+ {"index":13,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":42.93,"CEDRClassification (rus-Cyrl)":51.94,"SensitiveTopicsClassification (rus-Cyrl)":33.92}
2
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3
+ {"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52}
4
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5
+ {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29}
6
+ {"index":4,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":35.6,"CEDRClassification (rus-Cyrl)":42.68,"SensitiveTopicsClassification (rus-Cyrl)":28.52}
7
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8
+ {"index":14,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98}
9
+ {"index":22,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83}
10
+ {"index":5,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":32.67,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.54}
11
+ {"index":16,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":32.38,"CEDRClassification (rus-Cyrl)":40.39,"SensitiveTopicsClassification (rus-Cyrl)":24.38}
12
+ {"index":6,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":31.87,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.9}
13
+ {"index":24,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44}
14
+ {"index":17,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23}
15
+ {"index":21,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84}
16
+ {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79}
17
+ {"index":9,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":29.45,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.03}
18
+ {"index":1,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45}
19
+ {"index":12,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67}
20
+ {"index":8,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54}
21
+ {"index":3,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05}
22
+ {"index":20,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83}
23
+ {"index":2,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8}
24
+ {"index":18,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05}
25
+ {"index":19,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82}
 
all_data_tasks/38/default.jsonl CHANGED
@@ -1,59 +1,59 @@
1
- {"index":16,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
2
- {"index":15,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
3
- {"index":28,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
4
- {"index":35,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
5
- {"index":27,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
6
- {"index":36,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
7
- {"index":30,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
8
- {"index":20,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
9
- {"index":57,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
10
- {"index":22,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
11
- {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
12
- {"index":23,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
13
- {"index":24,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
14
- {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
15
- {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
16
- {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
17
- {"index":40,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
18
- {"index":33,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
19
- {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
20
- {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
21
- {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
22
- {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
23
- {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
24
- {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
25
- {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
26
- {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
27
- {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
28
- {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
29
- {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
30
- {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
31
- {"index":14,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
32
- {"index":17,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
33
- {"index":18,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
34
- {"index":19,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
35
- {"index":21,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
36
- {"index":25,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
37
- {"index":29,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
38
- {"index":31,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
39
- {"index":32,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
40
- {"index":34,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
41
- {"index":37,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
42
- {"index":38,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
43
- {"index":39,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
44
- {"index":41,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
45
- {"index":42,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
46
- {"index":43,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
47
- {"index":44,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
48
- {"index":45,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
49
- {"index":46,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
50
- {"index":47,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
51
- {"index":48,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
52
- {"index":49,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
53
- {"index":50,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
54
- {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
55
- {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
57
- {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
58
- {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
59
- {"index":56,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
 
1
+ {"index":16,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-large\">nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
2
+ {"index":15,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/NbAiLab\/nb-bert-base\">nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
3
+ {"index":28,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
4
+ {"index":35,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-base\">norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
5
+ {"index":27,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
6
+ {"index":36,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ltg\/norbert3-large\">norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
7
+ {"index":30,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
8
+ {"index":20,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chcaa\/dfm-encoder-large-v1\">dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
9
+ {"index":57,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vesteinn\/DanskBERT\">DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
10
+ {"index":22,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
11
+ {"index":58,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
12
+ {"index":23,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
13
+ {"index":24,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
14
+ {"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/sentence-bert-swedish-cased\">sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
15
+ {"index":26,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
16
+ {"index":7,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KB\/bert-base-swedish-cased\">bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
17
+ {"index":40,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
18
+ {"index":33,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jonfd\/electra-small-nordic\">electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":256,"Max Tokens":512,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
19
+ {"index":8,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KBLab\/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":256,"Max Tokens":512,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
20
+ {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
21
+ {"index":1,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
22
+ {"index":2,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
23
+ {"index":3,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
24
+ {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
25
+ {"index":5,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
26
+ {"index":6,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jechto\/e5-dansk-test-0.1\">e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
27
+ {"index":10,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
28
+ {"index":11,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
29
+ {"index":12,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
30
+ {"index":13,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
31
+ {"index":14,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
32
+ {"index":17,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
33
+ {"index":18,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
34
+ {"index":19,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
35
+ {"index":21,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
36
+ {"index":25,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
37
+ {"index":29,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
38
+ {"index":31,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
39
+ {"index":32,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
40
+ {"index":34,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
41
+ {"index":37,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/pruizpar\/multilingual-e5-large-Q4_K_M-GGUF\">multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
42
+ {"index":38,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
43
+ {"index":39,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
44
+ {"index":41,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
45
+ {"index":42,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
46
+ {"index":43,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
47
+ {"index":44,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
48
+ {"index":45,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
49
+ {"index":46,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
50
+ {"index":47,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
51
+ {"index":48,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
52
+ {"index":49,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
53
+ {"index":50,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
54
+ {"index":51,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
55
+ {"index":52,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
56
+ {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
57
+ {"index":54,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma\">lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
58
+ {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma2\">lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
59
+ {"index":56,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/lma3\">lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
all_data_tasks/39/default.jsonl CHANGED
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all_data_tasks/4/default.jsonl CHANGED
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all_data_tasks/40/default.jsonl CHANGED
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all_data_tasks/41/default.jsonl CHANGED
@@ -1,17 +1,17 @@
1
- {"index":1,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.39,"AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"LeCaRDv2":72.75,"LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalSummarization":68.96}
2
- {"index":5,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.0,"AILACasedocs":36.66,"AILAStatutes":34.53,"GerDaLIRSmall":37.18,"LeCaRDv2":68.56,"LegalBenchConsumerContractsQA":77.98,"LegalBenchCorporateLobbying":94.6,"LegalQuAD":59.64,"LegalSummarization":70.86}
3
- {"index":16,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.22,"AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"LeCaRDv2":57.2,"LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalSummarization":71.55}
4
- {"index":0,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.43,"AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"LeCaRDv2":61.12,"LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalSummarization":67.39}
5
- {"index":3,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.04,"AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"LeCaRDv2":21.02,"LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalSummarization":61.7}
6
- {"index":2,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99}
7
- {"index":4,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.29,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.05,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64}
8
- {"index":6,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":26.05,"AILAStatutes":20.37,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":69.02,"LegalBenchCorporateLobbying":88.97,"LegalQuAD":"","LegalSummarization":61.69}
9
- {"index":7,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AILACasedocs":26.43,"AILAStatutes":20.84,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":73.3,"LegalBenchCorporateLobbying":89.72,"LegalQuAD":"","LegalSummarization":62.1}
10
- {"index":8,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":23.43,"AILAStatutes":19.01,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":66.98,"LegalBenchCorporateLobbying":89.47,"LegalQuAD":"","LegalSummarization":55.76}
11
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- {"index":10,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
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- {"index":11,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalSummarization":59.0}
14
- {"index":12,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55}
15
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16
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1
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2
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3
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5
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7
+ {"index":4,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","AILACasedocs":35.29,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.05,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64}
8
+ {"index":6,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AILACasedocs":26.05,"AILAStatutes":20.37,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":69.02,"LegalBenchCorporateLobbying":88.97,"LegalQuAD":"","LegalSummarization":61.69}
9
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10
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11
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12
+ {"index":10,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
13
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14
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15
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16
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17
+ {"index":15,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","AILACasedocs":7.43,"AILAStatutes":13.62,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalSummarization":""}
all_data_tasks/42/default.jsonl CHANGED
@@ -1,19 +1,19 @@
1
- {"index":1,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
2
- {"index":0,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.85,"LEMBNarrativeQARetrieval":55.78,"LEMBNeedleRetrieval":80.5,"LEMBPasskeyRetrieval":93.75,"LEMBQMSumRetrieval":57.26,"LEMBSummScreenFDRetrieval":98.72,"LEMBWikimQARetrieval":87.08}
3
- {"index":10,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":58.12,"LEMBNarrativeQARetrieval":37.89,"LEMBNeedleRetrieval":54.25,"LEMBPasskeyRetrieval":50.25,"LEMBQMSumRetrieval":38.87,"LEMBSummScreenFDRetrieval":93.48,"LEMBWikimQARetrieval":73.99}
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5
- {"index":4,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.52,"LEMBNarrativeQARetrieval":30.35,"LEMBNeedleRetrieval":41.5,"LEMBPasskeyRetrieval":67.25,"LEMBQMSumRetrieval":35.6,"LEMBSummScreenFDRetrieval":95.23,"LEMBWikimQARetrieval":69.19}
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- {"index":11,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":54.81,"LEMBNarrativeQARetrieval":41.23,"LEMBNeedleRetrieval":39.5,"LEMBPasskeyRetrieval":44.75,"LEMBQMSumRetrieval":36.65,"LEMBSummScreenFDRetrieval":92.97,"LEMBWikimQARetrieval":73.75}
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- {"index":18,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.3,"LEMBNarrativeQARetrieval":44.09,"LEMBNeedleRetrieval":29.25,"LEMBPasskeyRetrieval":63.0,"LEMBQMSumRetrieval":32.49,"LEMBSummScreenFDRetrieval":84.8,"LEMBWikimQARetrieval":54.16}
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- {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":47.09,"LEMBNarrativeQARetrieval":41.45,"LEMBNeedleRetrieval":33.25,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":30.36,"LEMBSummScreenFDRetrieval":78.48,"LEMBWikimQARetrieval":60.77}
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- {"index":8,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":40.44,"LEMBNarrativeQARetrieval":24.22,"LEMBNeedleRetrieval":28.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":24.26,"LEMBSummScreenFDRetrieval":71.12,"LEMBWikimQARetrieval":56.8}
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- {"index":5,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.24,"LEMBNarrativeQARetrieval":25.31,"LEMBNeedleRetrieval":28.5,"LEMBPasskeyRetrieval":33.25,"LEMBQMSumRetrieval":23.83,"LEMBSummScreenFDRetrieval":74.67,"LEMBWikimQARetrieval":55.85}
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- {"index":15,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":31.12,"LEMBNarrativeQARetrieval":19.34,"LEMBNeedleRetrieval":16.0,"LEMBPasskeyRetrieval":24.5,"LEMBQMSumRetrieval":21.54,"LEMBSummScreenFDRetrieval":60.43,"LEMBWikimQARetrieval":44.92}
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16
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17
- {"index":12,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":21.94,"LEMBNarrativeQARetrieval":11.45,"LEMBNeedleRetrieval":17.5,"LEMBPasskeyRetrieval":20.0,"LEMBQMSumRetrieval":14.07,"LEMBSummScreenFDRetrieval":40.52,"LEMBWikimQARetrieval":28.1}
18
- {"index":17,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":21.67,"LEMBNarrativeQARetrieval":16.02,"LEMBNeedleRetrieval":14.0,"LEMBPasskeyRetrieval":7.75,"LEMBQMSumRetrieval":12.23,"LEMBSummScreenFDRetrieval":41.15,"LEMBWikimQARetrieval":38.86}
19
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1
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10
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12
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13
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14
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16
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17
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all_data_tasks/43/default.jsonl CHANGED
@@ -1,36 +1,36 @@
1
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18
- {"index":30,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
19
- {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/dpr-scale\/tree\/main\/dragon\">dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
20
- {"index":26,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.77}
21
- {"index":5,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
22
- {"index":22,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.16}
23
- {"index":0,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/dpr-scale\/tree\/main\/dragon\">dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
24
- {"index":23,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
25
- {"index":15,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/contriever\">contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":15.86,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":14.42,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
26
- {"index":3,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
27
- {"index":4,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
28
- {"index":9,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
29
- {"index":25,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
30
- {"index":2,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
31
- {"index":8,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
32
- {"index":28,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
33
- {"index":27,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
34
- {"index":21,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
35
- {"index":14,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/contriever\">contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
36
- {"index":29,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
 
1
+ {"index":13,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.67,"RARbCode":84.02,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.35,"TempReasonL1":7.16,"TempReasonL2Fact":58.39,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.7}
2
+ {"index":32,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
3
+ {"index":12,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
4
+ {"index":33,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
5
+ {"index":16,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":28.49,"ARCChallenge":19.0,"AlphaNLI":26.02,"HellaSwag":35.37,"PIQA":39.83,"Quail":7.28,"RARbCode":79.77,"RARbMath":72.0,"SIQA":5.68,"SpartQA":10.03,"TempReasonL1":3.6,"TempReasonL2Fact":36.19,"TempReasonL2Pure":8.93,"TempReasonL3Fact":29.98,"TempReasonL3Pure":14.15,"WinoGrande":39.51}
6
+ {"index":17,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct-noinstruct\">e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
7
+ {"index":10,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
8
+ {"index":19,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.96,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
9
+ {"index":35,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
10
+ {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
11
+ {"index":18,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18}
12
+ {"index":31,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
13
+ {"index":34,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
14
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15
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16
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22
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23
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24
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27
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28
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29
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30
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32
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34
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36
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all_data_tasks/44/default.jsonl CHANGED
@@ -1,14 +1,14 @@
1
- {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
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5
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- {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
9
- {"index":11,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
10
- {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
11
- {"index":12,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.6,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":9.9}
12
- {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
13
- {"index":9,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
14
- {"index":5,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
 
1
+ {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
2
+ {"index":3,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
3
+ {"index":7,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
4
+ {"index":0,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
5
+ {"index":10,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
6
+ {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
7
+ {"index":1,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
8
+ {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
9
+ {"index":11,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
10
+ {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
11
+ {"index":12,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":14.6,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":9.9}
12
+ {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
13
+ {"index":9,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
14
+ {"index":5,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
all_data_tasks/45/default.jsonl CHANGED
@@ -1,14 +1,14 @@
1
- {"index":3,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
2
- {"index":7,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
3
- {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
4
- {"index":4,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
5
- {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
6
- {"index":1,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
7
- {"index":0,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
8
- {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
9
- {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
10
- {"index":9,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
11
- {"index":10,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
12
- {"index":12,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":17.43,"BrightRetrieval (biology)":25.57,"BrightRetrieval (earth_science)":34.05,"BrightRetrieval (economics)":18.93,"BrightRetrieval (pony)":1.19,"BrightRetrieval (psychology)":15.84,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":18.01}
13
- {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
14
- {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
 
1
+ {"index":3,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
2
+ {"index":7,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
3
+ {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
4
+ {"index":4,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
5
+ {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
6
+ {"index":1,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
7
+ {"index":0,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
8
+ {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
9
+ {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
10
+ {"index":9,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
11
+ {"index":10,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
12
+ {"index":12,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":17.43,"BrightRetrieval (biology)":25.57,"BrightRetrieval (earth_science)":34.05,"BrightRetrieval (economics)":18.93,"BrightRetrieval (pony)":1.19,"BrightRetrieval (psychology)":15.84,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":18.01}
13
+ {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
14
+ {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
all_data_tasks/46/default.jsonl CHANGED
@@ -1,11 +1,11 @@
1
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2
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3
- {"index":3,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.17,"AppsRetrieval (eng-Latn_python-Code)":32.55,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":42.78,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":74.26,"CodeSearchNetCCRetrieval (go-Code)":72.08,"CodeSearchNetCCRetrieval (java-Code)":78.65,"CodeSearchNetCCRetrieval (javascript-Code)":77.67,"CodeSearchNetCCRetrieval (php-Code)":72.21,"CodeSearchNetCCRetrieval (python-Code)":84.45,"CodeSearchNetCCRetrieval (ruby-Code)":81.94,"CodeSearchNetRetrieval (go-Code)":91.8,"CodeSearchNetRetrieval (java-Code)":82.05,"CodeSearchNetRetrieval (javascript-Code)":75.54,"CodeSearchNetRetrieval (php-Code)":84.5,"CodeSearchNetRetrieval (python-Code)":89.42,"CodeSearchNetRetrieval (ruby-Code)":81.43,"CodeTransOceanContest (python-Code_c++-Code)":74.03,"CodeTransOceanDL":31.28,"CosQA (eng-Latn_python-Code)":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL (eng-Latn_sql-Code)":53.07}
4
- {"index":2,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"AppsRetrieval (eng-Latn_python-Code)":20.94,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":43.18,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.61,"CodeSearchNetCCRetrieval (go-Code)":72.29,"CodeSearchNetCCRetrieval (java-Code)":78.85,"CodeSearchNetCCRetrieval (javascript-Code)":78.44,"CodeSearchNetCCRetrieval (php-Code)":72.02,"CodeSearchNetCCRetrieval (python-Code)":85.37,"CodeSearchNetCCRetrieval (ruby-Code)":81.92,"CodeSearchNetRetrieval (go-Code)":89.47,"CodeSearchNetRetrieval (java-Code)":78.39,"CodeSearchNetRetrieval (javascript-Code)":71.4,"CodeSearchNetRetrieval (php-Code)":81.05,"CodeSearchNetRetrieval (python-Code)":85.68,"CodeSearchNetRetrieval (ruby-Code)":78.24,"CodeTransOceanContest (python-Code_c++-Code)":51.89,"CodeTransOceanDL":29.88,"CosQA (eng-Latn_python-Code)":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL (eng-Latn_sql-Code)":53.61}
5
- {"index":4,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.48,"AppsRetrieval (eng-Latn_python-Code)":12.01,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":41.32,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.67,"CodeSearchNetCCRetrieval (go-Code)":69.66,"CodeSearchNetCCRetrieval (java-Code)":75.58,"CodeSearchNetCCRetrieval (javascript-Code)":77.6,"CodeSearchNetCCRetrieval (php-Code)":69.38,"CodeSearchNetCCRetrieval (python-Code)":80.75,"CodeSearchNetCCRetrieval (ruby-Code)":72.75,"CodeSearchNetRetrieval (go-Code)":90.3,"CodeSearchNetRetrieval (java-Code)":74.96,"CodeSearchNetRetrieval (javascript-Code)":69.53,"CodeSearchNetRetrieval (php-Code)":80.28,"CodeSearchNetRetrieval (python-Code)":86.31,"CodeSearchNetRetrieval (ruby-Code)":76.58,"CodeTransOceanContest (python-Code_c++-Code)":69.76,"CodeTransOceanDL":32.3,"CosQA (eng-Latn_python-Code)":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL (eng-Latn_sql-Code)":46.29}
6
- {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.47,"AppsRetrieval (eng-Latn_python-Code)":8.41,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":37.72,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":69.32,"CodeSearchNetCCRetrieval (go-Code)":61.44,"CodeSearchNetCCRetrieval (java-Code)":68.88,"CodeSearchNetCCRetrieval (javascript-Code)":67.99,"CodeSearchNetCCRetrieval (php-Code)":59.22,"CodeSearchNetCCRetrieval (python-Code)":71.83,"CodeSearchNetCCRetrieval (ruby-Code)":66.42,"CodeSearchNetRetrieval (go-Code)":88.25,"CodeSearchNetRetrieval (java-Code)":65.11,"CodeSearchNetRetrieval (javascript-Code)":65.58,"CodeSearchNetRetrieval (php-Code)":74.47,"CodeSearchNetRetrieval (python-Code)":81.01,"CodeSearchNetRetrieval (ruby-Code)":74.53,"CodeTransOceanContest (python-Code_c++-Code)":70.58,"CodeTransOceanDL":29.45,"CosQA (eng-Latn_python-Code)":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL (eng-Latn_sql-Code)":45.09}
7
- {"index":6,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":58.99,"AppsRetrieval (eng-Latn_python-Code)":5.97,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":27.07,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":61.01,"CodeSearchNetCCRetrieval (go-Code)":63.52,"CodeSearchNetCCRetrieval (java-Code)":67.51,"CodeSearchNetCCRetrieval (javascript-Code)":70.13,"CodeSearchNetCCRetrieval (php-Code)":60.81,"CodeSearchNetCCRetrieval (python-Code)":71.1,"CodeSearchNetCCRetrieval (ruby-Code)":72.28,"CodeSearchNetRetrieval (go-Code)":89.06,"CodeSearchNetRetrieval (java-Code)":53.2,"CodeSearchNetRetrieval (javascript-Code)":67.52,"CodeSearchNetRetrieval (php-Code)":77.36,"CodeSearchNetRetrieval (python-Code)":82.09,"CodeSearchNetRetrieval (ruby-Code)":74.77,"CodeTransOceanContest (python-Code_c++-Code)":59.86,"CodeTransOceanDL":19.94,"CosQA (eng-Latn_python-Code)":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL (eng-Latn_sql-Code)":43.93}
8
- {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":58.47,"AppsRetrieval (eng-Latn_python-Code)":6.6,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":35.62,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":65.99,"CodeSearchNetCCRetrieval (go-Code)":60.0,"CodeSearchNetCCRetrieval (java-Code)":66.32,"CodeSearchNetCCRetrieval (javascript-Code)":66.75,"CodeSearchNetCCRetrieval (php-Code)":58.42,"CodeSearchNetCCRetrieval (python-Code)":71.29,"CodeSearchNetCCRetrieval (ruby-Code)":69.32,"CodeSearchNetRetrieval (go-Code)":79.84,"CodeSearchNetRetrieval (java-Code)":51.65,"CodeSearchNetRetrieval (javascript-Code)":63.62,"CodeSearchNetRetrieval (php-Code)":70.82,"CodeSearchNetRetrieval (python-Code)":79.28,"CodeSearchNetRetrieval (ruby-Code)":72.84,"CodeTransOceanContest (python-Code_c++-Code)":61.78,"CodeTransOceanDL":27.94,"CosQA (eng-Latn_python-Code)":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL (eng-Latn_sql-Code)":44.35}
9
- {"index":10,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.41,"AppsRetrieval (eng-Latn_python-Code)":2.34,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":11.43,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.34,"CodeSearchNetCCRetrieval (go-Code)":26.63,"CodeSearchNetCCRetrieval (java-Code)":42.1,"CodeSearchNetCCRetrieval (javascript-Code)":57.46,"CodeSearchNetCCRetrieval (php-Code)":29.8,"CodeSearchNetCCRetrieval (python-Code)":53.43,"CodeSearchNetCCRetrieval (ruby-Code)":55.02,"CodeSearchNetRetrieval (go-Code)":67.23,"CodeSearchNetRetrieval (java-Code)":45.56,"CodeSearchNetRetrieval (javascript-Code)":48.34,"CodeSearchNetRetrieval (php-Code)":48.3,"CodeSearchNetRetrieval (python-Code)":65.54,"CodeSearchNetRetrieval (ruby-Code)":60.19,"CodeTransOceanContest (python-Code_c++-Code)":27.94,"CodeTransOceanDL":16.71,"CosQA (eng-Latn_python-Code)":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL (eng-Latn_sql-Code)":35.22}
10
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11
- {"index":9,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":33.5,"AppsRetrieval (eng-Latn_python-Code)":2.0,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":12.53,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":32.53,"CodeSearchNetCCRetrieval (go-Code)":28.54,"CodeSearchNetCCRetrieval (java-Code)":26.23,"CodeSearchNetCCRetrieval (javascript-Code)":43.56,"CodeSearchNetCCRetrieval (php-Code)":16.3,"CodeSearchNetCCRetrieval (python-Code)":44.49,"CodeSearchNetCCRetrieval (ruby-Code)":43.84,"CodeSearchNetRetrieval (go-Code)":61.49,"CodeSearchNetRetrieval (java-Code)":32.49,"CodeSearchNetRetrieval (javascript-Code)":46.41,"CodeSearchNetRetrieval (php-Code)":45.01,"CodeSearchNetRetrieval (python-Code)":58.15,"CodeSearchNetRetrieval (ruby-Code)":56.44,"CodeTransOceanContest (python-Code_c++-Code)":25.67,"CodeTransOceanDL":11.65,"CosQA (eng-Latn_python-Code)":14.24,"StackOverflowQA":37.94,"SyntheticText2SQL (eng-Latn_sql-Code)":30.57}
 
1
+ {"index":0,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval (eng-Latn_python-Code)":35.13,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":50.64,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":84.08,"CodeSearchNetCCRetrieval (go-Code)":85.44,"CodeSearchNetCCRetrieval (java-Code)":87.63,"CodeSearchNetCCRetrieval (javascript-Code)":87.27,"CodeSearchNetCCRetrieval (php-Code)":79.25,"CodeSearchNetCCRetrieval (python-Code)":90.92,"CodeSearchNetCCRetrieval (ruby-Code)":89.63,"CodeSearchNetRetrieval (go-Code)":90.01,"CodeSearchNetRetrieval (java-Code)":89.84,"CodeSearchNetRetrieval (javascript-Code)":81.43,"CodeSearchNetRetrieval (php-Code)":81.57,"CodeSearchNetRetrieval (python-Code)":91.65,"CodeSearchNetRetrieval (ruby-Code)":85.42,"CodeTransOceanContest (python-Code_c++-Code)":89.22,"CodeTransOceanDL":32.98,"CosQA (eng-Latn_python-Code)":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL (eng-Latn_sql-Code)":60.39}
2
+ {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.36,"AppsRetrieval (eng-Latn_python-Code)":23.46,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":36.4,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":76.41,"CodeSearchNetCCRetrieval (go-Code)":84.05,"CodeSearchNetCCRetrieval (java-Code)":86.21,"CodeSearchNetCCRetrieval (javascript-Code)":86.18,"CodeSearchNetCCRetrieval (php-Code)":75.95,"CodeSearchNetCCRetrieval (python-Code)":90.6,"CodeSearchNetCCRetrieval (ruby-Code)":85.89,"CodeSearchNetRetrieval (go-Code)":93.06,"CodeSearchNetRetrieval (java-Code)":84.08,"CodeSearchNetRetrieval (javascript-Code)":80.93,"CodeSearchNetRetrieval (php-Code)":83.14,"CodeSearchNetRetrieval (python-Code)":91.75,"CodeSearchNetRetrieval (ruby-Code)":85.37,"CodeTransOceanContest (python-Code_c++-Code)":88.58,"CodeTransOceanDL":31.74,"CosQA (eng-Latn_python-Code)":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL (eng-Latn_sql-Code)":59.2}
3
+ {"index":3,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval (eng-Latn_python-Code)":32.55,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":42.78,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":74.26,"CodeSearchNetCCRetrieval (go-Code)":72.08,"CodeSearchNetCCRetrieval (java-Code)":78.65,"CodeSearchNetCCRetrieval (javascript-Code)":77.67,"CodeSearchNetCCRetrieval (php-Code)":72.21,"CodeSearchNetCCRetrieval (python-Code)":84.45,"CodeSearchNetCCRetrieval (ruby-Code)":81.94,"CodeSearchNetRetrieval (go-Code)":91.8,"CodeSearchNetRetrieval (java-Code)":82.05,"CodeSearchNetRetrieval (javascript-Code)":75.54,"CodeSearchNetRetrieval (php-Code)":84.5,"CodeSearchNetRetrieval (python-Code)":89.42,"CodeSearchNetRetrieval (ruby-Code)":81.43,"CodeTransOceanContest (python-Code_c++-Code)":74.03,"CodeTransOceanDL":31.28,"CosQA (eng-Latn_python-Code)":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL (eng-Latn_sql-Code)":53.07}
4
+ {"index":2,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.07,"AppsRetrieval (eng-Latn_python-Code)":20.94,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":43.18,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.61,"CodeSearchNetCCRetrieval (go-Code)":72.29,"CodeSearchNetCCRetrieval (java-Code)":78.85,"CodeSearchNetCCRetrieval (javascript-Code)":78.44,"CodeSearchNetCCRetrieval (php-Code)":72.02,"CodeSearchNetCCRetrieval (python-Code)":85.37,"CodeSearchNetCCRetrieval (ruby-Code)":81.92,"CodeSearchNetRetrieval (go-Code)":89.47,"CodeSearchNetRetrieval (java-Code)":78.39,"CodeSearchNetRetrieval (javascript-Code)":71.4,"CodeSearchNetRetrieval (php-Code)":81.05,"CodeSearchNetRetrieval (python-Code)":85.68,"CodeSearchNetRetrieval (ruby-Code)":78.24,"CodeTransOceanContest (python-Code_c++-Code)":51.89,"CodeTransOceanDL":29.88,"CosQA (eng-Latn_python-Code)":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL (eng-Latn_sql-Code)":53.61}
5
+ {"index":4,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval (eng-Latn_python-Code)":12.01,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":41.32,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.67,"CodeSearchNetCCRetrieval (go-Code)":69.66,"CodeSearchNetCCRetrieval (java-Code)":75.58,"CodeSearchNetCCRetrieval (javascript-Code)":77.6,"CodeSearchNetCCRetrieval (php-Code)":69.38,"CodeSearchNetCCRetrieval (python-Code)":80.75,"CodeSearchNetCCRetrieval (ruby-Code)":72.75,"CodeSearchNetRetrieval (go-Code)":90.3,"CodeSearchNetRetrieval (java-Code)":74.96,"CodeSearchNetRetrieval (javascript-Code)":69.53,"CodeSearchNetRetrieval (php-Code)":80.28,"CodeSearchNetRetrieval (python-Code)":86.31,"CodeSearchNetRetrieval (ruby-Code)":76.58,"CodeTransOceanContest (python-Code_c++-Code)":69.76,"CodeTransOceanDL":32.3,"CosQA (eng-Latn_python-Code)":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL (eng-Latn_sql-Code)":46.29}
6
+ {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval (eng-Latn_python-Code)":8.41,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":37.72,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":69.32,"CodeSearchNetCCRetrieval (go-Code)":61.44,"CodeSearchNetCCRetrieval (java-Code)":68.88,"CodeSearchNetCCRetrieval (javascript-Code)":67.99,"CodeSearchNetCCRetrieval (php-Code)":59.22,"CodeSearchNetCCRetrieval (python-Code)":71.83,"CodeSearchNetCCRetrieval (ruby-Code)":66.42,"CodeSearchNetRetrieval (go-Code)":88.25,"CodeSearchNetRetrieval (java-Code)":65.11,"CodeSearchNetRetrieval (javascript-Code)":65.58,"CodeSearchNetRetrieval (php-Code)":74.47,"CodeSearchNetRetrieval (python-Code)":81.01,"CodeSearchNetRetrieval (ruby-Code)":74.53,"CodeTransOceanContest (python-Code_c++-Code)":70.58,"CodeTransOceanDL":29.45,"CosQA (eng-Latn_python-Code)":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL (eng-Latn_sql-Code)":45.09}
7
+ {"index":6,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval (eng-Latn_python-Code)":5.97,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":27.07,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":61.01,"CodeSearchNetCCRetrieval (go-Code)":63.52,"CodeSearchNetCCRetrieval (java-Code)":67.51,"CodeSearchNetCCRetrieval (javascript-Code)":70.13,"CodeSearchNetCCRetrieval (php-Code)":60.81,"CodeSearchNetCCRetrieval (python-Code)":71.1,"CodeSearchNetCCRetrieval (ruby-Code)":72.28,"CodeSearchNetRetrieval (go-Code)":89.06,"CodeSearchNetRetrieval (java-Code)":53.2,"CodeSearchNetRetrieval (javascript-Code)":67.52,"CodeSearchNetRetrieval (php-Code)":77.36,"CodeSearchNetRetrieval (python-Code)":82.09,"CodeSearchNetRetrieval (ruby-Code)":74.77,"CodeTransOceanContest (python-Code_c++-Code)":59.86,"CodeTransOceanDL":19.94,"CosQA (eng-Latn_python-Code)":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL (eng-Latn_sql-Code)":43.93}
8
+ {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval (eng-Latn_python-Code)":6.6,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":35.62,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":65.99,"CodeSearchNetCCRetrieval (go-Code)":60.0,"CodeSearchNetCCRetrieval (java-Code)":66.32,"CodeSearchNetCCRetrieval (javascript-Code)":66.75,"CodeSearchNetCCRetrieval (php-Code)":58.42,"CodeSearchNetCCRetrieval (python-Code)":71.29,"CodeSearchNetCCRetrieval (ruby-Code)":69.32,"CodeSearchNetRetrieval (go-Code)":79.84,"CodeSearchNetRetrieval (java-Code)":51.65,"CodeSearchNetRetrieval (javascript-Code)":63.62,"CodeSearchNetRetrieval (php-Code)":70.82,"CodeSearchNetRetrieval (python-Code)":79.28,"CodeSearchNetRetrieval (ruby-Code)":72.84,"CodeTransOceanContest (python-Code_c++-Code)":61.78,"CodeTransOceanDL":27.94,"CosQA (eng-Latn_python-Code)":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL (eng-Latn_sql-Code)":44.35}
9
+ {"index":10,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.41,"AppsRetrieval (eng-Latn_python-Code)":2.34,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":11.43,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.34,"CodeSearchNetCCRetrieval (go-Code)":26.63,"CodeSearchNetCCRetrieval (java-Code)":42.1,"CodeSearchNetCCRetrieval (javascript-Code)":57.46,"CodeSearchNetCCRetrieval (php-Code)":29.8,"CodeSearchNetCCRetrieval (python-Code)":53.43,"CodeSearchNetCCRetrieval (ruby-Code)":55.02,"CodeSearchNetRetrieval (go-Code)":67.23,"CodeSearchNetRetrieval (java-Code)":45.56,"CodeSearchNetRetrieval (javascript-Code)":48.34,"CodeSearchNetRetrieval (php-Code)":48.3,"CodeSearchNetRetrieval (python-Code)":65.54,"CodeSearchNetRetrieval (ruby-Code)":60.19,"CodeTransOceanContest (python-Code_c++-Code)":27.94,"CodeTransOceanDL":16.71,"CosQA (eng-Latn_python-Code)":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL (eng-Latn_sql-Code)":35.22}
10
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11
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@@ -1,14 +1,14 @@
1
- {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
2
- {"index":3,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
3
- {"index":7,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
4
- {"index":0,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
5
- {"index":10,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
6
- {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
7
- {"index":1,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
8
- {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
9
- {"index":11,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
10
- {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
11
- {"index":12,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.6,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":9.9}
12
- {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
13
- {"index":9,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
14
- {"index":5,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
 
1
+ {"index":4,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
2
+ {"index":3,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
3
+ {"index":7,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
4
+ {"index":0,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
5
+ {"index":10,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
6
+ {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
7
+ {"index":1,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
8
+ {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
9
+ {"index":11,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
10
+ {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
11
+ {"index":12,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":14.6,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":9.9}
12
+ {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
13
+ {"index":9,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
14
+ {"index":5,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
boards_data/bright_long/data_tasks/Retrieval/default.jsonl CHANGED
@@ -1,14 +1,14 @@
1
- {"index":3,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
2
- {"index":7,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
3
- {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
4
- {"index":4,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
5
- {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
6
- {"index":1,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
7
- {"index":0,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
8
- {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
9
- {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
10
- {"index":9,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
11
- {"index":10,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
12
- {"index":12,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":17.43,"BrightRetrieval (biology)":25.57,"BrightRetrieval (earth_science)":34.05,"BrightRetrieval (economics)":18.93,"BrightRetrieval (pony)":1.19,"BrightRetrieval (psychology)":15.84,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":18.01}
13
- {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
14
- {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
 
1
+ {"index":3,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
2
+ {"index":7,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
3
+ {"index":8,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
4
+ {"index":4,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
5
+ {"index":11,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
6
+ {"index":1,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
7
+ {"index":0,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
8
+ {"index":13,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
9
+ {"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
10
+ {"index":9,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
11
+ {"index":10,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
12
+ {"index":12,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":17.43,"BrightRetrieval (biology)":25.57,"BrightRetrieval (earth_science)":34.05,"BrightRetrieval (economics)":18.93,"BrightRetrieval (pony)":1.19,"BrightRetrieval (psychology)":15.84,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":18.01}
13
+ {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
14
+ {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/en.wikipedia.org\/wiki\/Okapi_BM25\">bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
boards_data/coir/data_tasks/Retrieval/default.jsonl CHANGED
@@ -1,11 +1,11 @@
1
- {"index":0,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":75.86,"AppsRetrieval (eng-Latn_python-Code)":35.13,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":50.64,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":84.08,"CodeSearchNetCCRetrieval (go-Code)":85.44,"CodeSearchNetCCRetrieval (java-Code)":87.63,"CodeSearchNetCCRetrieval (javascript-Code)":87.27,"CodeSearchNetCCRetrieval (php-Code)":79.25,"CodeSearchNetCCRetrieval (python-Code)":90.92,"CodeSearchNetCCRetrieval (ruby-Code)":89.63,"CodeSearchNetRetrieval (go-Code)":90.01,"CodeSearchNetRetrieval (java-Code)":89.84,"CodeSearchNetRetrieval (javascript-Code)":81.43,"CodeSearchNetRetrieval (php-Code)":81.57,"CodeSearchNetRetrieval (python-Code)":91.65,"CodeSearchNetRetrieval (ruby-Code)":85.42,"CodeTransOceanContest (python-Code_c++-Code)":89.22,"CodeTransOceanDL":32.98,"CosQA (eng-Latn_python-Code)":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL (eng-Latn_sql-Code)":60.39}
2
- {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.36,"AppsRetrieval (eng-Latn_python-Code)":23.46,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":36.4,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":76.41,"CodeSearchNetCCRetrieval (go-Code)":84.05,"CodeSearchNetCCRetrieval (java-Code)":86.21,"CodeSearchNetCCRetrieval (javascript-Code)":86.18,"CodeSearchNetCCRetrieval (php-Code)":75.95,"CodeSearchNetCCRetrieval (python-Code)":90.6,"CodeSearchNetCCRetrieval (ruby-Code)":85.89,"CodeSearchNetRetrieval (go-Code)":93.06,"CodeSearchNetRetrieval (java-Code)":84.08,"CodeSearchNetRetrieval (javascript-Code)":80.93,"CodeSearchNetRetrieval (php-Code)":83.14,"CodeSearchNetRetrieval (python-Code)":91.75,"CodeSearchNetRetrieval (ruby-Code)":85.37,"CodeTransOceanContest (python-Code_c++-Code)":88.58,"CodeTransOceanDL":31.74,"CosQA (eng-Latn_python-Code)":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL (eng-Latn_sql-Code)":59.2}
3
- {"index":3,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.17,"AppsRetrieval (eng-Latn_python-Code)":32.55,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":42.78,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":74.26,"CodeSearchNetCCRetrieval (go-Code)":72.08,"CodeSearchNetCCRetrieval (java-Code)":78.65,"CodeSearchNetCCRetrieval (javascript-Code)":77.67,"CodeSearchNetCCRetrieval (php-Code)":72.21,"CodeSearchNetCCRetrieval (python-Code)":84.45,"CodeSearchNetCCRetrieval (ruby-Code)":81.94,"CodeSearchNetRetrieval (go-Code)":91.8,"CodeSearchNetRetrieval (java-Code)":82.05,"CodeSearchNetRetrieval (javascript-Code)":75.54,"CodeSearchNetRetrieval (php-Code)":84.5,"CodeSearchNetRetrieval (python-Code)":89.42,"CodeSearchNetRetrieval (ruby-Code)":81.43,"CodeTransOceanContest (python-Code_c++-Code)":74.03,"CodeTransOceanDL":31.28,"CosQA (eng-Latn_python-Code)":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL (eng-Latn_sql-Code)":53.07}
4
- {"index":2,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"AppsRetrieval (eng-Latn_python-Code)":20.94,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":43.18,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.61,"CodeSearchNetCCRetrieval (go-Code)":72.29,"CodeSearchNetCCRetrieval (java-Code)":78.85,"CodeSearchNetCCRetrieval (javascript-Code)":78.44,"CodeSearchNetCCRetrieval (php-Code)":72.02,"CodeSearchNetCCRetrieval (python-Code)":85.37,"CodeSearchNetCCRetrieval (ruby-Code)":81.92,"CodeSearchNetRetrieval (go-Code)":89.47,"CodeSearchNetRetrieval (java-Code)":78.39,"CodeSearchNetRetrieval (javascript-Code)":71.4,"CodeSearchNetRetrieval (php-Code)":81.05,"CodeSearchNetRetrieval (python-Code)":85.68,"CodeSearchNetRetrieval (ruby-Code)":78.24,"CodeTransOceanContest (python-Code_c++-Code)":51.89,"CodeTransOceanDL":29.88,"CosQA (eng-Latn_python-Code)":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL (eng-Latn_sql-Code)":53.61}
5
- {"index":4,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.48,"AppsRetrieval (eng-Latn_python-Code)":12.01,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":41.32,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.67,"CodeSearchNetCCRetrieval (go-Code)":69.66,"CodeSearchNetCCRetrieval (java-Code)":75.58,"CodeSearchNetCCRetrieval (javascript-Code)":77.6,"CodeSearchNetCCRetrieval (php-Code)":69.38,"CodeSearchNetCCRetrieval (python-Code)":80.75,"CodeSearchNetCCRetrieval (ruby-Code)":72.75,"CodeSearchNetRetrieval (go-Code)":90.3,"CodeSearchNetRetrieval (java-Code)":74.96,"CodeSearchNetRetrieval (javascript-Code)":69.53,"CodeSearchNetRetrieval (php-Code)":80.28,"CodeSearchNetRetrieval (python-Code)":86.31,"CodeSearchNetRetrieval (ruby-Code)":76.58,"CodeTransOceanContest (python-Code_c++-Code)":69.76,"CodeTransOceanDL":32.3,"CosQA (eng-Latn_python-Code)":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL (eng-Latn_sql-Code)":46.29}
6
- {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.47,"AppsRetrieval (eng-Latn_python-Code)":8.41,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":37.72,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":69.32,"CodeSearchNetCCRetrieval (go-Code)":61.44,"CodeSearchNetCCRetrieval (java-Code)":68.88,"CodeSearchNetCCRetrieval (javascript-Code)":67.99,"CodeSearchNetCCRetrieval (php-Code)":59.22,"CodeSearchNetCCRetrieval (python-Code)":71.83,"CodeSearchNetCCRetrieval (ruby-Code)":66.42,"CodeSearchNetRetrieval (go-Code)":88.25,"CodeSearchNetRetrieval (java-Code)":65.11,"CodeSearchNetRetrieval (javascript-Code)":65.58,"CodeSearchNetRetrieval (php-Code)":74.47,"CodeSearchNetRetrieval (python-Code)":81.01,"CodeSearchNetRetrieval (ruby-Code)":74.53,"CodeTransOceanContest (python-Code_c++-Code)":70.58,"CodeTransOceanDL":29.45,"CosQA (eng-Latn_python-Code)":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL (eng-Latn_sql-Code)":45.09}
7
- {"index":6,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":58.99,"AppsRetrieval (eng-Latn_python-Code)":5.97,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":27.07,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":61.01,"CodeSearchNetCCRetrieval (go-Code)":63.52,"CodeSearchNetCCRetrieval (java-Code)":67.51,"CodeSearchNetCCRetrieval (javascript-Code)":70.13,"CodeSearchNetCCRetrieval (php-Code)":60.81,"CodeSearchNetCCRetrieval (python-Code)":71.1,"CodeSearchNetCCRetrieval (ruby-Code)":72.28,"CodeSearchNetRetrieval (go-Code)":89.06,"CodeSearchNetRetrieval (java-Code)":53.2,"CodeSearchNetRetrieval (javascript-Code)":67.52,"CodeSearchNetRetrieval (php-Code)":77.36,"CodeSearchNetRetrieval (python-Code)":82.09,"CodeSearchNetRetrieval (ruby-Code)":74.77,"CodeTransOceanContest (python-Code_c++-Code)":59.86,"CodeTransOceanDL":19.94,"CosQA (eng-Latn_python-Code)":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL (eng-Latn_sql-Code)":43.93}
8
- {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":58.47,"AppsRetrieval (eng-Latn_python-Code)":6.6,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":35.62,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":65.99,"CodeSearchNetCCRetrieval (go-Code)":60.0,"CodeSearchNetCCRetrieval (java-Code)":66.32,"CodeSearchNetCCRetrieval (javascript-Code)":66.75,"CodeSearchNetCCRetrieval (php-Code)":58.42,"CodeSearchNetCCRetrieval (python-Code)":71.29,"CodeSearchNetCCRetrieval (ruby-Code)":69.32,"CodeSearchNetRetrieval (go-Code)":79.84,"CodeSearchNetRetrieval (java-Code)":51.65,"CodeSearchNetRetrieval (javascript-Code)":63.62,"CodeSearchNetRetrieval (php-Code)":70.82,"CodeSearchNetRetrieval (python-Code)":79.28,"CodeSearchNetRetrieval (ruby-Code)":72.84,"CodeTransOceanContest (python-Code_c++-Code)":61.78,"CodeTransOceanDL":27.94,"CosQA (eng-Latn_python-Code)":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL (eng-Latn_sql-Code)":44.35}
9
- {"index":10,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.41,"AppsRetrieval (eng-Latn_python-Code)":2.34,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":11.43,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.34,"CodeSearchNetCCRetrieval (go-Code)":26.63,"CodeSearchNetCCRetrieval (java-Code)":42.1,"CodeSearchNetCCRetrieval (javascript-Code)":57.46,"CodeSearchNetCCRetrieval (php-Code)":29.8,"CodeSearchNetCCRetrieval (python-Code)":53.43,"CodeSearchNetCCRetrieval (ruby-Code)":55.02,"CodeSearchNetRetrieval (go-Code)":67.23,"CodeSearchNetRetrieval (java-Code)":45.56,"CodeSearchNetRetrieval (javascript-Code)":48.34,"CodeSearchNetRetrieval (php-Code)":48.3,"CodeSearchNetRetrieval (python-Code)":65.54,"CodeSearchNetRetrieval (ruby-Code)":60.19,"CodeTransOceanContest (python-Code_c++-Code)":27.94,"CodeTransOceanDL":16.71,"CosQA (eng-Latn_python-Code)":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL (eng-Latn_sql-Code)":35.22}
10
- {"index":5,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":37.12,"AppsRetrieval (eng-Latn_python-Code)":2.39,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":17.98,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.98,"CodeSearchNetCCRetrieval (go-Code)":41.73,"CodeSearchNetCCRetrieval (java-Code)":45.83,"CodeSearchNetCCRetrieval (javascript-Code)":52.0,"CodeSearchNetCCRetrieval (php-Code)":31.96,"CodeSearchNetCCRetrieval (python-Code)":40.41,"CodeSearchNetCCRetrieval (ruby-Code)":41.46,"CodeSearchNetRetrieval (go-Code)":48.56,"CodeSearchNetRetrieval (java-Code)":35.05,"CodeSearchNetRetrieval (javascript-Code)":46.24,"CodeSearchNetRetrieval (php-Code)":46.03,"CodeSearchNetRetrieval (python-Code)":60.52,"CodeSearchNetRetrieval (ruby-Code)":51.34,"CodeTransOceanContest (python-Code_c++-Code)":28.1,"CodeTransOceanDL":26.45,"CosQA (eng-Latn_python-Code)":8.77,"StackOverflowQA":38.23,"SyntheticText2SQL (eng-Latn_sql-Code)":43.28}
11
- {"index":9,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":33.5,"AppsRetrieval (eng-Latn_python-Code)":2.0,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":12.53,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":32.53,"CodeSearchNetCCRetrieval (go-Code)":28.54,"CodeSearchNetCCRetrieval (java-Code)":26.23,"CodeSearchNetCCRetrieval (javascript-Code)":43.56,"CodeSearchNetCCRetrieval (php-Code)":16.3,"CodeSearchNetCCRetrieval (python-Code)":44.49,"CodeSearchNetCCRetrieval (ruby-Code)":43.84,"CodeSearchNetRetrieval (go-Code)":61.49,"CodeSearchNetRetrieval (java-Code)":32.49,"CodeSearchNetRetrieval (javascript-Code)":46.41,"CodeSearchNetRetrieval (php-Code)":45.01,"CodeSearchNetRetrieval (python-Code)":58.15,"CodeSearchNetRetrieval (ruby-Code)":56.44,"CodeTransOceanContest (python-Code_c++-Code)":25.67,"CodeTransOceanDL":11.65,"CosQA (eng-Latn_python-Code)":14.24,"StackOverflowQA":37.94,"SyntheticText2SQL (eng-Latn_sql-Code)":30.57}
 
1
+ {"index":0,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval (eng-Latn_python-Code)":35.13,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":50.64,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":84.08,"CodeSearchNetCCRetrieval (go-Code)":85.44,"CodeSearchNetCCRetrieval (java-Code)":87.63,"CodeSearchNetCCRetrieval (javascript-Code)":87.27,"CodeSearchNetCCRetrieval (php-Code)":79.25,"CodeSearchNetCCRetrieval (python-Code)":90.92,"CodeSearchNetCCRetrieval (ruby-Code)":89.63,"CodeSearchNetRetrieval (go-Code)":90.01,"CodeSearchNetRetrieval (java-Code)":89.84,"CodeSearchNetRetrieval (javascript-Code)":81.43,"CodeSearchNetRetrieval (php-Code)":81.57,"CodeSearchNetRetrieval (python-Code)":91.65,"CodeSearchNetRetrieval (ruby-Code)":85.42,"CodeTransOceanContest (python-Code_c++-Code)":89.22,"CodeTransOceanDL":32.98,"CosQA (eng-Latn_python-Code)":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL (eng-Latn_sql-Code)":60.39}
2
+ {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.36,"AppsRetrieval (eng-Latn_python-Code)":23.46,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":36.4,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":76.41,"CodeSearchNetCCRetrieval (go-Code)":84.05,"CodeSearchNetCCRetrieval (java-Code)":86.21,"CodeSearchNetCCRetrieval (javascript-Code)":86.18,"CodeSearchNetCCRetrieval (php-Code)":75.95,"CodeSearchNetCCRetrieval (python-Code)":90.6,"CodeSearchNetCCRetrieval (ruby-Code)":85.89,"CodeSearchNetRetrieval (go-Code)":93.06,"CodeSearchNetRetrieval (java-Code)":84.08,"CodeSearchNetRetrieval (javascript-Code)":80.93,"CodeSearchNetRetrieval (php-Code)":83.14,"CodeSearchNetRetrieval (python-Code)":91.75,"CodeSearchNetRetrieval (ruby-Code)":85.37,"CodeTransOceanContest (python-Code_c++-Code)":88.58,"CodeTransOceanDL":31.74,"CosQA (eng-Latn_python-Code)":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL (eng-Latn_sql-Code)":59.2}
3
+ {"index":3,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval (eng-Latn_python-Code)":32.55,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":42.78,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":74.26,"CodeSearchNetCCRetrieval (go-Code)":72.08,"CodeSearchNetCCRetrieval (java-Code)":78.65,"CodeSearchNetCCRetrieval (javascript-Code)":77.67,"CodeSearchNetCCRetrieval (php-Code)":72.21,"CodeSearchNetCCRetrieval (python-Code)":84.45,"CodeSearchNetCCRetrieval (ruby-Code)":81.94,"CodeSearchNetRetrieval (go-Code)":91.8,"CodeSearchNetRetrieval (java-Code)":82.05,"CodeSearchNetRetrieval (javascript-Code)":75.54,"CodeSearchNetRetrieval (php-Code)":84.5,"CodeSearchNetRetrieval (python-Code)":89.42,"CodeSearchNetRetrieval (ruby-Code)":81.43,"CodeTransOceanContest (python-Code_c++-Code)":74.03,"CodeTransOceanDL":31.28,"CosQA (eng-Latn_python-Code)":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL (eng-Latn_sql-Code)":53.07}
4
+ {"index":2,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.07,"AppsRetrieval (eng-Latn_python-Code)":20.94,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":43.18,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.61,"CodeSearchNetCCRetrieval (go-Code)":72.29,"CodeSearchNetCCRetrieval (java-Code)":78.85,"CodeSearchNetCCRetrieval (javascript-Code)":78.44,"CodeSearchNetCCRetrieval (php-Code)":72.02,"CodeSearchNetCCRetrieval (python-Code)":85.37,"CodeSearchNetCCRetrieval (ruby-Code)":81.92,"CodeSearchNetRetrieval (go-Code)":89.47,"CodeSearchNetRetrieval (java-Code)":78.39,"CodeSearchNetRetrieval (javascript-Code)":71.4,"CodeSearchNetRetrieval (php-Code)":81.05,"CodeSearchNetRetrieval (python-Code)":85.68,"CodeSearchNetRetrieval (ruby-Code)":78.24,"CodeTransOceanContest (python-Code_c++-Code)":51.89,"CodeTransOceanDL":29.88,"CosQA (eng-Latn_python-Code)":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL (eng-Latn_sql-Code)":53.61}
5
+ {"index":4,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval (eng-Latn_python-Code)":12.01,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":41.32,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":72.67,"CodeSearchNetCCRetrieval (go-Code)":69.66,"CodeSearchNetCCRetrieval (java-Code)":75.58,"CodeSearchNetCCRetrieval (javascript-Code)":77.6,"CodeSearchNetCCRetrieval (php-Code)":69.38,"CodeSearchNetCCRetrieval (python-Code)":80.75,"CodeSearchNetCCRetrieval (ruby-Code)":72.75,"CodeSearchNetRetrieval (go-Code)":90.3,"CodeSearchNetRetrieval (java-Code)":74.96,"CodeSearchNetRetrieval (javascript-Code)":69.53,"CodeSearchNetRetrieval (php-Code)":80.28,"CodeSearchNetRetrieval (python-Code)":86.31,"CodeSearchNetRetrieval (ruby-Code)":76.58,"CodeTransOceanContest (python-Code_c++-Code)":69.76,"CodeTransOceanDL":32.3,"CosQA (eng-Latn_python-Code)":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL (eng-Latn_sql-Code)":46.29}
6
+ {"index":8,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval (eng-Latn_python-Code)":8.41,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":37.72,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":69.32,"CodeSearchNetCCRetrieval (go-Code)":61.44,"CodeSearchNetCCRetrieval (java-Code)":68.88,"CodeSearchNetCCRetrieval (javascript-Code)":67.99,"CodeSearchNetCCRetrieval (php-Code)":59.22,"CodeSearchNetCCRetrieval (python-Code)":71.83,"CodeSearchNetCCRetrieval (ruby-Code)":66.42,"CodeSearchNetRetrieval (go-Code)":88.25,"CodeSearchNetRetrieval (java-Code)":65.11,"CodeSearchNetRetrieval (javascript-Code)":65.58,"CodeSearchNetRetrieval (php-Code)":74.47,"CodeSearchNetRetrieval (python-Code)":81.01,"CodeSearchNetRetrieval (ruby-Code)":74.53,"CodeTransOceanContest (python-Code_c++-Code)":70.58,"CodeTransOceanDL":29.45,"CosQA (eng-Latn_python-Code)":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL (eng-Latn_sql-Code)":45.09}
7
+ {"index":6,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval (eng-Latn_python-Code)":5.97,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":27.07,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":61.01,"CodeSearchNetCCRetrieval (go-Code)":63.52,"CodeSearchNetCCRetrieval (java-Code)":67.51,"CodeSearchNetCCRetrieval (javascript-Code)":70.13,"CodeSearchNetCCRetrieval (php-Code)":60.81,"CodeSearchNetCCRetrieval (python-Code)":71.1,"CodeSearchNetCCRetrieval (ruby-Code)":72.28,"CodeSearchNetRetrieval (go-Code)":89.06,"CodeSearchNetRetrieval (java-Code)":53.2,"CodeSearchNetRetrieval (javascript-Code)":67.52,"CodeSearchNetRetrieval (php-Code)":77.36,"CodeSearchNetRetrieval (python-Code)":82.09,"CodeSearchNetRetrieval (ruby-Code)":74.77,"CodeTransOceanContest (python-Code_c++-Code)":59.86,"CodeTransOceanDL":19.94,"CosQA (eng-Latn_python-Code)":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL (eng-Latn_sql-Code)":43.93}
8
+ {"index":7,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval (eng-Latn_python-Code)":6.6,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":35.62,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":65.99,"CodeSearchNetCCRetrieval (go-Code)":60.0,"CodeSearchNetCCRetrieval (java-Code)":66.32,"CodeSearchNetCCRetrieval (javascript-Code)":66.75,"CodeSearchNetCCRetrieval (php-Code)":58.42,"CodeSearchNetCCRetrieval (python-Code)":71.29,"CodeSearchNetCCRetrieval (ruby-Code)":69.32,"CodeSearchNetRetrieval (go-Code)":79.84,"CodeSearchNetRetrieval (java-Code)":51.65,"CodeSearchNetRetrieval (javascript-Code)":63.62,"CodeSearchNetRetrieval (php-Code)":70.82,"CodeSearchNetRetrieval (python-Code)":79.28,"CodeSearchNetRetrieval (ruby-Code)":72.84,"CodeTransOceanContest (python-Code_c++-Code)":61.78,"CodeTransOceanDL":27.94,"CosQA (eng-Latn_python-Code)":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL (eng-Latn_sql-Code)":44.35}
9
+ {"index":10,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.41,"AppsRetrieval (eng-Latn_python-Code)":2.34,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":11.43,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.34,"CodeSearchNetCCRetrieval (go-Code)":26.63,"CodeSearchNetCCRetrieval (java-Code)":42.1,"CodeSearchNetCCRetrieval (javascript-Code)":57.46,"CodeSearchNetCCRetrieval (php-Code)":29.8,"CodeSearchNetCCRetrieval (python-Code)":53.43,"CodeSearchNetCCRetrieval (ruby-Code)":55.02,"CodeSearchNetRetrieval (go-Code)":67.23,"CodeSearchNetRetrieval (java-Code)":45.56,"CodeSearchNetRetrieval (javascript-Code)":48.34,"CodeSearchNetRetrieval (php-Code)":48.3,"CodeSearchNetRetrieval (python-Code)":65.54,"CodeSearchNetRetrieval (ruby-Code)":60.19,"CodeTransOceanContest (python-Code_c++-Code)":27.94,"CodeTransOceanDL":16.71,"CosQA (eng-Latn_python-Code)":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL (eng-Latn_sql-Code)":35.22}
10
+ {"index":5,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":37.12,"AppsRetrieval (eng-Latn_python-Code)":2.39,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":17.98,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":35.98,"CodeSearchNetCCRetrieval (go-Code)":41.73,"CodeSearchNetCCRetrieval (java-Code)":45.83,"CodeSearchNetCCRetrieval (javascript-Code)":52.0,"CodeSearchNetCCRetrieval (php-Code)":31.96,"CodeSearchNetCCRetrieval (python-Code)":40.41,"CodeSearchNetCCRetrieval (ruby-Code)":41.46,"CodeSearchNetRetrieval (go-Code)":48.56,"CodeSearchNetRetrieval (java-Code)":35.05,"CodeSearchNetRetrieval (javascript-Code)":46.24,"CodeSearchNetRetrieval (php-Code)":46.03,"CodeSearchNetRetrieval (python-Code)":60.52,"CodeSearchNetRetrieval (ruby-Code)":51.34,"CodeTransOceanContest (python-Code_c++-Code)":28.1,"CodeTransOceanDL":26.45,"CosQA (eng-Latn_python-Code)":8.77,"StackOverflowQA":38.23,"SyntheticText2SQL (eng-Latn_sql-Code)":43.28}
11
+ {"index":9,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":33.5,"AppsRetrieval (eng-Latn_python-Code)":2.0,"CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)":12.53,"CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)":32.53,"CodeSearchNetCCRetrieval (go-Code)":28.54,"CodeSearchNetCCRetrieval (java-Code)":26.23,"CodeSearchNetCCRetrieval (javascript-Code)":43.56,"CodeSearchNetCCRetrieval (php-Code)":16.3,"CodeSearchNetCCRetrieval (python-Code)":44.49,"CodeSearchNetCCRetrieval (ruby-Code)":43.84,"CodeSearchNetRetrieval (go-Code)":61.49,"CodeSearchNetRetrieval (java-Code)":32.49,"CodeSearchNetRetrieval (javascript-Code)":46.41,"CodeSearchNetRetrieval (php-Code)":45.01,"CodeSearchNetRetrieval (python-Code)":58.15,"CodeSearchNetRetrieval (ruby-Code)":56.44,"CodeTransOceanContest (python-Code_c++-Code)":25.67,"CodeTransOceanDL":11.65,"CosQA (eng-Latn_python-Code)":14.24,"StackOverflowQA":37.94,"SyntheticText2SQL (eng-Latn_sql-Code)":30.57}