diff --git "a/all_data_tasks/5/default.jsonl" "b/all_data_tasks/5/default.jsonl"
--- "a/all_data_tasks/5/default.jsonl"
+++ "b/all_data_tasks/5/default.jsonl"
@@ -1,263 +1,343 @@
-{"index":124,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
-{"index":61,"Rank":2,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
-{"index":9,"Rank":3,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":85.79,"BIOSSES":89.7,"SICK-R":78.44,"STS12":86.46,"STS13":87.76,"STS14":86.6,"STS15":90.1,"STS16":86.39,"STS17 (en-en)":86.98,"STS22 (en)":76.89,"STSBenchmark":88.56}
-{"index":1,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
-{"index":105,"Rank":5,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
-{"index":323,"Rank":6,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":211,"Rank":7,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
-{"index":59,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
-{"index":64,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
-{"index":0,"Rank":10,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
-{"index":210,"Rank":11,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
-{"index":238,"Rank":12,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
-{"index":178,"Rank":13,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":173,"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.62,"BIOSSES":85.5,"SICK-R":82.64,"STS12":79.65,"STS13":88.43,"STS14":84.54,"STS15":90.42,"STS16":87.69,"STS17 (en-en)":91.76,"STS22 (en)":66.98,"STSBenchmark":88.6}
-{"index":133,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
-{"index":119,"Rank":16,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":156,"Rank":17,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
-{"index":6,"Rank":18,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.31,"BIOSSES":89.24,"SICK-R":83.16,"STS12":73.34,"STS13":88.49,"STS14":86.49,"STS15":91.13,"STS16":85.68,"STS17 (en-en)":90.06,"STS22 (en)":66.32,"STSBenchmark":89.22}
-{"index":230,"Rank":19,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
-{"index":22,"Rank":20,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
-{"index":340,"Rank":21,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.44,"SICK-R":81.88,"STS12":78.64,"STS13":87.12,"STS14":83.55,"STS15":90.1,"STS16":87.22,"STS17 (en-en)":91.43,"STS22 (en)":67.76,"STSBenchmark":88.28}
-{"index":157,"Rank":22,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
-{"index":216,"Rank":23,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
-{"index":73,"Rank":24,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
-{"index":25,"Rank":25,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
-{"index":186,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
-{"index":69,"Rank":27,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
-{"index":71,"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
-{"index":75,"Rank":29,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
-{"index":131,"Rank":30,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
-{"index":233,"Rank":31,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":192,"Rank":32,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":47,"Rank":33,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":83.35,"BIOSSES":86.32,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.14,"STS22 (en)":68.63,"STSBenchmark":85.64}
-{"index":276,"Rank":34,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
-{"index":106,"Rank":35,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
-{"index":203,"Rank":36,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
-{"index":48,"Rank":37,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
-{"index":38,"Rank":38,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
-{"index":166,"Rank":39,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
-{"index":240,"Rank":40,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":239,"Rank":41,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":23,"Rank":42,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":167,"Rank":43,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
-{"index":17,"Rank":44,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
-{"index":134,"Rank":45,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
-{"index":168,"Rank":46,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
-{"index":185,"Rank":47,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
-{"index":60,"Rank":48,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
-{"index":135,"Rank":49,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
-{"index":8,"Rank":50,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
-{"index":337,"Rank":51,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
-{"index":229,"Rank":52,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
-{"index":214,"Rank":53,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
-{"index":16,"Rank":54,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":267,"Rank":55,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
-{"index":36,"Rank":56,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
-{"index":65,"Rank":57,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":141,"Rank":58,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":190,"Rank":59,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":194,"Rank":60,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
-{"index":217,"Rank":61,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
-{"index":15,"Rank":62,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
-{"index":198,"Rank":63,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":136,"Rank":64,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":279,"Rank":65,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":199,"Rank":66,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":196,"Rank":67,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":197,"Rank":68,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":21,"Rank":69,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":183,"Rank":70,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
-{"index":275,"Rank":71,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
-{"index":165,"Rank":72,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
-{"index":20,"Rank":73,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
-{"index":195,"Rank":74,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
-{"index":277,"Rank":75,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
-{"index":28,"Rank":76,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":220,"Rank":77,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":29,"Rank":78,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":31,"Rank":79,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":30,"Rank":80,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":171,"Rank":81,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
-{"index":172,"Rank":82,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":57,"Rank":83,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":218,"Rank":84,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
-{"index":18,"Rank":85,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
-{"index":227,"Rank":86,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":102,"Rank":87,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":342,"Rank":88,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":122,"Rank":89,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":63,"Rank":90,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
-{"index":338,"Rank":91,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
-{"index":265,"Rank":92,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
-{"index":354,"Rank":93,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
-{"index":225,"Rank":94,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
-{"index":121,"Rank":95,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.68,"BIOSSES":84.07,"SICK-R":79.84,"STS12":75.63,"STS13":86.08,"STS14":79.09,"STS15":87.89,"STS16":82.58,"STS17 (en-en)":86.42,"STS22 (en)":69.73,"STSBenchmark":85.5}
-{"index":266,"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
-{"index":177,"Rank":97,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
-{"index":26,"Rank":98,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
-{"index":355,"Rank":99,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
-{"index":58,"Rank":100,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":271,"Rank":101,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":236,"Rank":102,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":142,"Rank":103,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":129,"Rank":104,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
-{"index":182,"Rank":105,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
-{"index":339,"Rank":106,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
-{"index":19,"Rank":107,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
-{"index":224,"Rank":108,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
-{"index":104,"Rank":109,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
-{"index":215,"Rank":110,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
-{"index":264,"Rank":111,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
-{"index":158,"Rank":112,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":170,"Rank":113,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":353,"Rank":114,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
-{"index":352,"Rank":115,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
-{"index":188,"Rank":116,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
-{"index":169,"Rank":117,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
-{"index":35,"Rank":118,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
-{"index":174,"Rank":119,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
-{"index":222,"Rank":120,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
-{"index":263,"Rank":121,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
-{"index":223,"Rank":122,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
-{"index":132,"Rank":123,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
-{"index":326,"Rank":124,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":191,"Rank":125,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":128,"Rank":126,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":330,"Rank":127,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
-{"index":93,"Rank":128,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
-{"index":202,"Rank":129,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
-{"index":117,"Rank":130,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
-{"index":175,"Rank":131,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
-{"index":176,"Rank":132,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
-{"index":251,"Rank":133,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":80.28,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":67.95,"STSBenchmark":83.42}
-{"index":270,"Rank":134,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
-{"index":221,"Rank":135,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
-{"index":150,"Rank":136,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
-{"index":37,"Rank":137,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
-{"index":193,"Rank":138,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
-{"index":184,"Rank":139,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
-{"index":187,"Rank":140,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
-{"index":78,"Rank":141,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
-{"index":249,"Rank":142,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
-{"index":226,"Rank":143,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
-{"index":341,"Rank":144,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
-{"index":77,"Rank":145,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
-{"index":179,"Rank":146,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
-{"index":234,"Rank":147,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
-{"index":200,"Rank":148,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
-{"index":68,"Rank":149,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.1,"BIOSSES":82.26,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.44,"STS22 (en)":60.94,"STSBenchmark":84.01}
-{"index":201,"Rank":150,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
-{"index":262,"Rank":151,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
-{"index":250,"Rank":152,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.9,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.21,"STSBenchmark":82.03}
-{"index":81,"Rank":153,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
-{"index":116,"Rank":154,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
-{"index":348,"Rank":155,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
-{"index":130,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
-{"index":219,"Rank":157,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
-{"index":74,"Rank":158,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
-{"index":336,"Rank":159,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":113,"Rank":160,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":259,"Rank":161,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
-{"index":115,"Rank":162,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
-{"index":257,"Rank":163,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
-{"index":92,"Rank":164,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
-{"index":189,"Rank":165,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
-{"index":258,"Rank":166,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
-{"index":138,"Rank":167,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
-{"index":333,"Rank":168,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":111,"Rank":169,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":256,"Rank":170,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
-{"index":356,"Rank":171,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
-{"index":91,"Rank":172,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
-{"index":86,"Rank":173,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
-{"index":228,"Rank":174,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
-{"index":260,"Rank":175,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
-{"index":70,"Rank":176,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
-{"index":114,"Rank":177,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
-{"index":79,"Rank":178,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
-{"index":72,"Rank":179,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
-{"index":88,"Rank":180,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
-{"index":255,"Rank":181,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
-{"index":332,"Rank":182,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":109,"Rank":183,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":321,"Rank":184,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
-{"index":87,"Rank":185,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
-{"index":322,"Rank":186,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
-{"index":302,"Rank":187,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
-{"index":308,"Rank":188,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
-{"index":307,"Rank":189,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
-{"index":66,"Rank":190,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
-{"index":110,"Rank":191,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
-{"index":305,"Rank":192,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.02,"BIOSSES":80.33,"SICK-R":67.55,"STS12":67.79,"STS13":78.88,"STS14":74.76,"STS15":81.85,"STS16":77.62,"STS17 (en-en)":85.2,"STS22 (en)":59.85,"STSBenchmark":76.4}
-{"index":310,"Rank":193,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
-{"index":309,"Rank":194,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
-{"index":303,"Rank":195,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.78,"BIOSSES":79.26,"SICK-R":67.71,"STS12":66.79,"STS13":79.28,"STS14":74.68,"STS15":81.28,"STS16":76.89,"STS17 (en-en)":84.58,"STS22 (en)":60.54,"STSBenchmark":76.76}
-{"index":90,"Rank":196,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
-{"index":301,"Rank":197,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.48,"BIOSSES":78.57,"SICK-R":67.85,"STS12":66.9,"STS13":77.76,"STS14":74.48,"STS15":81.41,"STS16":76.26,"STS17 (en-en)":84.22,"STS22 (en)":60.64,"STSBenchmark":76.7}
-{"index":235,"Rank":198,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
-{"index":154,"Rank":199,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
-{"index":294,"Rank":200,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.08,"BIOSSES":78.77,"SICK-R":64.68,"STS12":65.94,"STS13":75.26,"STS14":73.18,"STS15":81.56,"STS16":76.32,"STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":77.54}
-{"index":320,"Rank":201,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
-{"index":289,"Rank":202,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.92,"BIOSSES":79.6,"SICK-R":64.74,"STS12":66.42,"STS13":74.74,"STS14":73.11,"STS15":81.66,"STS16":76.11,"STS17 (en-en)":84.41,"STS22 (en)":62.18,"STSBenchmark":76.27}
-{"index":296,"Rank":203,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.78,"BIOSSES":78.48,"SICK-R":65.01,"STS12":67.48,"STS13":77.17,"STS14":72.73,"STS15":80.79,"STS16":75.71,"STS17 (en-en)":83.44,"STS22 (en)":62.48,"STSBenchmark":74.55}
-{"index":298,"Rank":204,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"BIOSSES":79.13,"SICK-R":65.04,"STS12":68.35,"STS13":76.93,"STS14":72.6,"STS15":80.98,"STS16":75.44,"STS17 (en-en)":83.72,"STS22 (en)":61.7,"STSBenchmark":73.7}
-{"index":49,"Rank":205,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
-{"index":317,"Rank":206,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
-{"index":89,"Rank":207,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
-{"index":304,"Rank":208,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.01,"BIOSSES":74.61,"SICK-R":67.35,"STS12":63.18,"STS13":77.75,"STS14":73.09,"STS15":79.08,"STS16":76.67,"STS17 (en-en)":85.45,"STS22 (en)":57.49,"STSBenchmark":75.47}
-{"index":315,"Rank":209,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.9,"BIOSSES":73.4,"SICK-R":68.33,"STS12":63.97,"STS13":75.39,"STS14":72.89,"STS15":79.56,"STS16":75.28,"STS17 (en-en)":84.53,"STS22 (en)":60.42,"STSBenchmark":75.19}
-{"index":297,"Rank":210,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.58,"BIOSSES":75.73,"SICK-R":64.68,"STS12":64.97,"STS13":76.85,"STS14":71.81,"STS15":79.69,"STS16":75.67,"STS17 (en-en)":82.87,"STS22 (en)":59.32,"STSBenchmark":74.19}
-{"index":80,"Rank":211,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
-{"index":319,"Rank":212,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
-{"index":318,"Rank":213,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.63,"BIOSSES":75.33,"SICK-R":66.4,"STS12":60.19,"STS13":74.95,"STS14":71.76,"STS15":78.24,"STS16":74.38,"STS17 (en-en)":82.74,"STS22 (en)":59.76,"STSBenchmark":72.56}
-{"index":76,"Rank":214,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
-{"index":300,"Rank":215,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.52,"BIOSSES":71.55,"SICK-R":65.0,"STS12":68.88,"STS13":78.71,"STS14":72.21,"STS15":80.29,"STS16":71.33,"STS17 (en-en)":80.84,"STS22 (en)":56.39,"STSBenchmark":70.01}
-{"index":295,"Rank":216,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.06,"BIOSSES":71.98,"SICK-R":65.48,"STS12":59.15,"STS13":74.16,"STS14":70.63,"STS15":77.64,"STS16":75.62,"STS17 (en-en)":84.45,"STS22 (en)":57.65,"STSBenchmark":73.88}
-{"index":146,"Rank":217,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
-{"index":248,"Rank":218,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
-{"index":311,"Rank":219,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"BIOSSES":71.48,"SICK-R":66.81,"STS12":69.24,"STS13":75.85,"STS14":70.9,"STS15":79.48,"STS16":68.13,"STS17 (en-en)":80.08,"STS22 (en)":54.84,"STSBenchmark":68.92}
-{"index":299,"Rank":220,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.9,"BIOSSES":66.0,"SICK-R":63.95,"STS12":70.59,"STS13":75.05,"STS14":70.21,"STS15":76.84,"STS16":66.68,"STS17 (en-en)":77.37,"STS22 (en)":54.96,"STSBenchmark":67.38}
-{"index":291,"Rank":221,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.53,"BIOSSES":70.08,"SICK-R":65.49,"STS12":66.56,"STS13":72.08,"STS14":68.0,"STS15":77.7,"STS16":65.98,"STS17 (en-en)":79.42,"STS22 (en)":52.39,"STSBenchmark":67.59}
-{"index":284,"Rank":222,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.79,"BIOSSES":65.11,"SICK-R":62.08,"STS12":54.73,"STS13":72.78,"STS14":66.79,"STS15":75.33,"STS16":74.43,"STS17 (en-en)":78.89,"STS22 (en)":59.94,"STSBenchmark":67.87}
-{"index":282,"Rank":223,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.4,"BIOSSES":70.16,"SICK-R":61.46,"STS12":53.35,"STS13":71.89,"STS14":66.63,"STS15":74.83,"STS16":73.94,"STS17 (en-en)":77.7,"STS22 (en)":59.06,"STSBenchmark":65.01}
-{"index":159,"Rank":224,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
-{"index":314,"Rank":225,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.91,"BIOSSES":59.27,"SICK-R":63.23,"STS12":54.2,"STS13":65.7,"STS14":65.99,"STS15":77.16,"STS16":69.93,"STS17 (en-en)":83.15,"STS22 (en)":61.85,"STSBenchmark":68.67}
-{"index":313,"Rank":226,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":312,"Rank":227,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":316,"Rank":228,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":11,"Rank":229,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
-{"index":283,"Rank":230,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"BIOSSES":56.88,"SICK-R":60.71,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":71.84,"STS22 (en)":52.55,"STSBenchmark":60.17}
-{"index":280,"Rank":231,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
-{"index":281,"Rank":232,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
-{"index":254,"Rank":233,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
-{"index":253,"Rank":234,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
-{"index":252,"Rank":235,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
-{"index":306,"Rank":236,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.25,"BIOSSES":57.07,"SICK-R":63.43,"STS12":65.35,"STS13":59.07,"STS14":60.68,"STS15":65.33,"STS16":55.78,"STS17 (en-en)":65.57,"STS22 (en)":50.96,"STSBenchmark":59.29}
-{"index":290,"Rank":237,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.26,"BIOSSES":50.74,"SICK-R":61.53,"STS12":60.19,"STS13":54.4,"STS14":58.07,"STS15":63.26,"STS16":53.41,"STS17 (en-en)":63.43,"STS22 (en)":50.74,"STSBenchmark":56.85}
-{"index":137,"Rank":238,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
-{"index":278,"Rank":239,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
-{"index":2,"Rank":240,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
-{"index":43,"Rank":258,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
-{"index":103,"Rank":283,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
-{"index":107,"Rank":284,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
-{"index":108,"Rank":285,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
-{"index":112,"Rank":286,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":139,"Rank":293,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
-{"index":143,"Rank":295,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
-{"index":237,"Rank":322,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.06,"STS22 (en)":68.84,"STSBenchmark":""}
-{"index":269,"Rank":332,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":47.06,"STSBenchmark":""}
-{"index":285,"Rank":336,"Model":"kom<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
-{"index":286,"Rank":337,"Model":"kom2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
-{"index":287,"Rank":338,"Model":"komni<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
-{"index":288,"Rank":339,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
-{"index":292,"Rank":340,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
-{"index":293,"Rank":341,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
-{"index":324,"Rank":342,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
-{"index":325,"Rank":343,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
-{"index":331,"Rank":347,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":334,"Rank":348,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":335,"Rank":349,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":349,"Rank":355,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
-{"index":350,"Rank":356,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
-{"index":351,"Rank":357,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
+{"index":61,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
+{"index":124,"Rank":2,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
+{"index":9,"Rank":3,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":85.79,"BIOSSES":89.7,"SICK-R":78.44,"STS12":86.46,"STS13":87.76,"STS14":86.6,"STS15":90.1,"STS16":86.39,"STS17 (en-en)":86.98,"STS22 (en)":76.89,"STSBenchmark":88.56}
+{"index":1,"Rank":4,"Model":"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":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
+{"index":105,"Rank":5,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
+{"index":326,"Rank":6,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
+{"index":211,"Rank":7,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
+{"index":59,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
+{"index":64,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
+{"index":0,"Rank":10,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
+{"index":210,"Rank":11,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
+{"index":238,"Rank":12,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
+{"index":178,"Rank":13,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
+{"index":173,"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.62,"BIOSSES":85.5,"SICK-R":82.64,"STS12":79.65,"STS13":88.43,"STS14":84.54,"STS15":90.42,"STS16":87.69,"STS17 (en-en)":91.76,"STS22 (en)":66.98,"STSBenchmark":88.6}
+{"index":133,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
+{"index":119,"Rank":16,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
+{"index":156,"Rank":17,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
+{"index":6,"Rank":18,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":84.31,"BIOSSES":89.24,"SICK-R":83.16,"STS12":73.34,"STS13":88.49,"STS14":86.49,"STS15":91.13,"STS16":85.68,"STS17 (en-en)":90.06,"STS22 (en)":66.32,"STSBenchmark":89.22}
+{"index":230,"Rank":19,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
+{"index":22,"Rank":20,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
+{"index":343,"Rank":21,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.24,"BIOSSES":86.44,"SICK-R":81.88,"STS12":78.64,"STS13":87.12,"STS14":83.55,"STS15":90.1,"STS16":87.22,"STS17 (en-en)":91.43,"STS22 (en)":67.76,"STSBenchmark":88.28}
+{"index":157,"Rank":22,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
+{"index":216,"Rank":23,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
+{"index":73,"Rank":24,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
+{"index":25,"Rank":25,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
+{"index":186,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
+{"index":69,"Rank":27,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
+{"index":71,"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
+{"index":75,"Rank":29,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
+{"index":131,"Rank":30,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
+{"index":233,"Rank":31,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":192,"Rank":32,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":47,"Rank":33,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":83.35,"BIOSSES":86.32,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.14,"STS22 (en)":68.63,"STSBenchmark":85.64}
+{"index":276,"Rank":34,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
+{"index":106,"Rank":35,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":203,"Rank":36,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":48,"Rank":37,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
+{"index":38,"Rank":38,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
+{"index":166,"Rank":39,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
+{"index":239,"Rank":40,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":240,"Rank":41,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":23,"Rank":42,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":167,"Rank":43,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
+{"index":17,"Rank":44,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
+{"index":134,"Rank":45,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
+{"index":168,"Rank":46,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
+{"index":185,"Rank":47,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
+{"index":60,"Rank":48,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
+{"index":135,"Rank":49,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
+{"index":8,"Rank":50,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
+{"index":340,"Rank":51,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
+{"index":229,"Rank":52,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
+{"index":214,"Rank":53,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
+{"index":16,"Rank":54,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
+{"index":267,"Rank":55,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
+{"index":36,"Rank":56,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
+{"index":65,"Rank":57,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":190,"Rank":58,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":141,"Rank":59,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":194,"Rank":60,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
+{"index":217,"Rank":61,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
+{"index":15,"Rank":62,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
+{"index":199,"Rank":63,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":197,"Rank":64,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":198,"Rank":65,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":196,"Rank":66,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":136,"Rank":67,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":21,"Rank":68,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":279,"Rank":69,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":183,"Rank":70,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
+{"index":275,"Rank":71,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
+{"index":165,"Rank":72,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
+{"index":20,"Rank":73,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
+{"index":195,"Rank":74,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
+{"index":277,"Rank":75,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":220,"Rank":76,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":28,"Rank":77,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":31,"Rank":78,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":30,"Rank":79,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":29,"Rank":80,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":171,"Rank":81,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
+{"index":172,"Rank":82,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":57,"Rank":83,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":218,"Rank":84,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
+{"index":18,"Rank":85,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
+{"index":227,"Rank":86,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":345,"Rank":87,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":102,"Rank":88,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":122,"Rank":89,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":63,"Rank":90,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
+{"index":341,"Rank":91,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
+{"index":265,"Rank":92,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
+{"index":357,"Rank":93,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
+{"index":225,"Rank":94,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
+{"index":121,"Rank":95,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.68,"BIOSSES":84.07,"SICK-R":79.84,"STS12":75.63,"STS13":86.08,"STS14":79.09,"STS15":87.89,"STS16":82.58,"STS17 (en-en)":86.42,"STS22 (en)":69.73,"STSBenchmark":85.5}
+{"index":266,"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
+{"index":177,"Rank":97,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
+{"index":26,"Rank":98,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
+{"index":358,"Rank":99,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
+{"index":271,"Rank":100,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":58,"Rank":101,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":142,"Rank":102,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":236,"Rank":103,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":129,"Rank":104,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
+{"index":182,"Rank":105,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
+{"index":342,"Rank":106,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
+{"index":19,"Rank":107,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
+{"index":224,"Rank":108,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
+{"index":104,"Rank":109,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
+{"index":215,"Rank":110,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
+{"index":264,"Rank":111,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
+{"index":170,"Rank":112,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":158,"Rank":113,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":356,"Rank":114,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
+{"index":355,"Rank":115,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
+{"index":188,"Rank":116,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
+{"index":169,"Rank":117,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
+{"index":35,"Rank":118,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
+{"index":174,"Rank":119,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
+{"index":222,"Rank":120,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
+{"index":263,"Rank":121,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
+{"index":223,"Rank":122,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
+{"index":132,"Rank":123,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
+{"index":191,"Rank":124,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":329,"Rank":125,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":128,"Rank":126,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":333,"Rank":127,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
+{"index":93,"Rank":128,"Model":"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":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
+{"index":202,"Rank":129,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
+{"index":117,"Rank":130,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
+{"index":175,"Rank":131,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
+{"index":176,"Rank":132,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
+{"index":251,"Rank":133,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.28,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":67.95,"STSBenchmark":83.42}
+{"index":270,"Rank":134,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
+{"index":221,"Rank":135,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
+{"index":150,"Rank":136,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
+{"index":37,"Rank":137,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
+{"index":193,"Rank":138,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
+{"index":184,"Rank":139,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
+{"index":187,"Rank":140,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
+{"index":78,"Rank":141,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
+{"index":249,"Rank":142,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
+{"index":226,"Rank":143,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
+{"index":344,"Rank":144,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
+{"index":77,"Rank":145,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
+{"index":179,"Rank":146,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
+{"index":234,"Rank":147,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
+{"index":200,"Rank":148,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
+{"index":68,"Rank":149,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":79.1,"BIOSSES":82.26,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.44,"STS22 (en)":60.94,"STSBenchmark":84.01}
+{"index":201,"Rank":150,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
+{"index":262,"Rank":151,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
+{"index":250,"Rank":152,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.9,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.21,"STSBenchmark":82.03}
+{"index":81,"Rank":153,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
+{"index":116,"Rank":154,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
+{"index":351,"Rank":155,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
+{"index":130,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
+{"index":219,"Rank":157,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
+{"index":74,"Rank":158,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
+{"index":113,"Rank":159,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":339,"Rank":160,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":259,"Rank":161,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
+{"index":115,"Rank":162,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
+{"index":257,"Rank":163,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
+{"index":92,"Rank":164,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
+{"index":189,"Rank":165,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
+{"index":258,"Rank":166,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
+{"index":138,"Rank":167,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
+{"index":336,"Rank":168,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":111,"Rank":169,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":256,"Rank":170,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
+{"index":359,"Rank":171,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
+{"index":91,"Rank":172,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
+{"index":86,"Rank":173,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
+{"index":228,"Rank":174,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
+{"index":260,"Rank":175,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
+{"index":70,"Rank":176,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
+{"index":114,"Rank":177,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
+{"index":79,"Rank":178,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
+{"index":72,"Rank":179,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
+{"index":88,"Rank":180,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
+{"index":255,"Rank":181,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
+{"index":335,"Rank":182,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":109,"Rank":183,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":324,"Rank":184,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
+{"index":87,"Rank":185,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
+{"index":325,"Rank":186,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
+{"index":302,"Rank":187,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
+{"index":311,"Rank":188,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
+{"index":310,"Rank":189,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.16,"BIOSSES":79.8,"SICK-R":67.29,"STS12":67.41,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":77.53}
+{"index":305,"Rank":190,"Model":"nmc-cls-500_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.12,"BIOSSES":79.84,"SICK-R":67.45,"STS12":67.39,"STS13":79.38,"STS14":75.03,"STS15":81.71,"STS16":77.47,"STS17 (en-en)":85.25,"STS22 (en)":60.29,"STSBenchmark":77.39}
+{"index":66,"Rank":191,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
+{"index":110,"Rank":192,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
+{"index":308,"Rank":193,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":75.02,"BIOSSES":80.33,"SICK-R":67.55,"STS12":67.79,"STS13":78.88,"STS14":74.76,"STS15":81.85,"STS16":77.62,"STS17 (en-en)":85.2,"STS22 (en)":59.85,"STSBenchmark":76.4}
+{"index":312,"Rank":194,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
+{"index":313,"Rank":195,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
+{"index":304,"Rank":196,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.78,"BIOSSES":79.26,"SICK-R":67.71,"STS12":66.79,"STS13":79.28,"STS14":74.68,"STS15":81.28,"STS16":76.89,"STS17 (en-en)":84.58,"STS22 (en)":60.54,"STSBenchmark":76.76}
+{"index":90,"Rank":197,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
+{"index":301,"Rank":198,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.48,"BIOSSES":78.57,"SICK-R":67.85,"STS12":66.9,"STS13":77.76,"STS14":74.48,"STS15":81.41,"STS16":76.26,"STS17 (en-en)":84.22,"STS22 (en)":60.64,"STSBenchmark":76.7}
+{"index":235,"Rank":199,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
+{"index":154,"Rank":200,"Model":"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":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
+{"index":294,"Rank":201,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.08,"BIOSSES":78.77,"SICK-R":64.68,"STS12":65.94,"STS13":75.26,"STS14":73.18,"STS15":81.56,"STS16":76.32,"STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":77.54}
+{"index":323,"Rank":202,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
+{"index":289,"Rank":203,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":73.92,"BIOSSES":79.6,"SICK-R":64.74,"STS12":66.42,"STS13":74.74,"STS14":73.11,"STS15":81.66,"STS16":76.11,"STS17 (en-en)":84.41,"STS22 (en)":62.18,"STSBenchmark":76.27}
+{"index":296,"Rank":204,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":73.78,"BIOSSES":78.48,"SICK-R":65.01,"STS12":67.48,"STS13":77.17,"STS14":72.73,"STS15":80.79,"STS16":75.71,"STS17 (en-en)":83.44,"STS22 (en)":62.48,"STSBenchmark":74.55}
+{"index":298,"Rank":205,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":73.76,"BIOSSES":79.13,"SICK-R":65.04,"STS12":68.35,"STS13":76.93,"STS14":72.6,"STS15":80.98,"STS16":75.44,"STS17 (en-en)":83.72,"STS22 (en)":61.7,"STSBenchmark":73.7}
+{"index":49,"Rank":206,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
+{"index":320,"Rank":207,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
+{"index":89,"Rank":208,"Model":"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":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
+{"index":307,"Rank":209,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":73.01,"BIOSSES":74.61,"SICK-R":67.35,"STS12":63.18,"STS13":77.75,"STS14":73.09,"STS15":79.08,"STS16":76.67,"STS17 (en-en)":85.45,"STS22 (en)":57.49,"STSBenchmark":75.47}
+{"index":318,"Rank":210,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.9,"BIOSSES":73.4,"SICK-R":68.33,"STS12":63.97,"STS13":75.39,"STS14":72.89,"STS15":79.56,"STS16":75.28,"STS17 (en-en)":84.53,"STS22 (en)":60.42,"STSBenchmark":75.19}
+{"index":297,"Rank":211,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.58,"BIOSSES":75.73,"SICK-R":64.68,"STS12":64.97,"STS13":76.85,"STS14":71.81,"STS15":79.69,"STS16":75.67,"STS17 (en-en)":82.87,"STS22 (en)":59.32,"STSBenchmark":74.19}
+{"index":80,"Rank":212,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
+{"index":322,"Rank":213,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
+{"index":321,"Rank":214,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":71.63,"BIOSSES":75.33,"SICK-R":66.4,"STS12":60.19,"STS13":74.95,"STS14":71.76,"STS15":78.24,"STS16":74.38,"STS17 (en-en)":82.74,"STS22 (en)":59.76,"STSBenchmark":72.56}
+{"index":76,"Rank":215,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
+{"index":300,"Rank":216,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":71.52,"BIOSSES":71.55,"SICK-R":65.0,"STS12":68.88,"STS13":78.71,"STS14":72.21,"STS15":80.29,"STS16":71.33,"STS17 (en-en)":80.84,"STS22 (en)":56.39,"STSBenchmark":70.01}
+{"index":303,"Rank":217,"Model":"nmc-cls-100_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":71.3,"BIOSSES":72.29,"SICK-R":68.12,"STS12":62.14,"STS13":77.15,"STS14":70.57,"STS15":77.68,"STS16":73.53,"STS17 (en-en)":80.81,"STS22 (en)":59.84,"STSBenchmark":70.91}
+{"index":295,"Rank":218,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":71.06,"BIOSSES":71.98,"SICK-R":65.48,"STS12":59.15,"STS13":74.16,"STS14":70.63,"STS15":77.64,"STS16":75.62,"STS17 (en-en)":84.45,"STS22 (en)":57.65,"STSBenchmark":73.88}
+{"index":146,"Rank":219,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
+{"index":248,"Rank":220,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
+{"index":314,"Rank":221,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":70.57,"BIOSSES":71.48,"SICK-R":66.81,"STS12":69.24,"STS13":75.85,"STS14":70.9,"STS15":79.48,"STS16":68.13,"STS17 (en-en)":80.08,"STS22 (en)":54.84,"STSBenchmark":68.92}
+{"index":299,"Rank":222,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.9,"BIOSSES":66.0,"SICK-R":63.95,"STS12":70.59,"STS13":75.05,"STS14":70.21,"STS15":76.84,"STS16":66.68,"STS17 (en-en)":77.37,"STS22 (en)":54.96,"STSBenchmark":67.38}
+{"index":291,"Rank":223,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.53,"BIOSSES":70.08,"SICK-R":65.49,"STS12":66.56,"STS13":72.08,"STS14":68.0,"STS15":77.7,"STS16":65.98,"STS17 (en-en)":79.42,"STS22 (en)":52.39,"STSBenchmark":67.59}
+{"index":284,"Rank":224,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.79,"BIOSSES":65.11,"SICK-R":62.08,"STS12":54.73,"STS13":72.78,"STS14":66.79,"STS15":75.33,"STS16":74.43,"STS17 (en-en)":78.89,"STS22 (en)":59.94,"STSBenchmark":67.87}
+{"index":306,"Rank":225,"Model":"nmc-cls-50_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.7,"BIOSSES":68.85,"SICK-R":67.9,"STS12":57.3,"STS13":73.43,"STS14":65.84,"STS15":72.94,"STS16":69.4,"STS17 (en-en)":78.2,"STS22 (en)":58.38,"STSBenchmark":64.76}
+{"index":282,"Rank":226,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.4,"BIOSSES":70.16,"SICK-R":61.46,"STS12":53.35,"STS13":71.89,"STS14":66.63,"STS15":74.83,"STS16":73.94,"STS17 (en-en)":77.7,"STS22 (en)":59.06,"STSBenchmark":65.01}
+{"index":159,"Rank":227,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
+{"index":317,"Rank":228,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.91,"BIOSSES":59.27,"SICK-R":63.23,"STS12":54.2,"STS13":65.7,"STS14":65.99,"STS15":77.16,"STS16":69.93,"STS17 (en-en)":83.15,"STS22 (en)":61.85,"STSBenchmark":68.67}
+{"index":316,"Rank":229,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":315,"Rank":230,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":319,"Rank":231,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":11,"Rank":232,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
+{"index":283,"Rank":233,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":62.85,"BIOSSES":56.88,"SICK-R":60.71,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":71.84,"STS22 (en)":52.55,"STSBenchmark":60.17}
+{"index":281,"Rank":234,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
+{"index":280,"Rank":235,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
+{"index":254,"Rank":236,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
+{"index":253,"Rank":237,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
+{"index":252,"Rank":238,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
+{"index":309,"Rank":239,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.25,"BIOSSES":57.07,"SICK-R":63.43,"STS12":65.35,"STS13":59.07,"STS14":60.68,"STS15":65.33,"STS16":55.78,"STS17 (en-en)":65.57,"STS22 (en)":50.96,"STSBenchmark":59.29}
+{"index":290,"Rank":240,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.26,"BIOSSES":50.74,"SICK-R":61.53,"STS12":60.19,"STS13":54.4,"STS14":58.07,"STS15":63.26,"STS16":53.41,"STS17 (en-en)":63.43,"STS22 (en)":50.74,"STSBenchmark":56.85}
+{"index":137,"Rank":241,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
+{"index":278,"Rank":242,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
+{"index":2,"Rank":243,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
+{"index":3,"Rank":244,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":4,"Rank":245,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":5,"Rank":246,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":7,"Rank":247,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":10,"Rank":248,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":13,"Rank":250,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":24,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":27,"Rank":253,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":39,"Rank":257,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":40,"Rank":258,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":41,"Rank":259,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":43,"Rank":261,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
+{"index":44,"Rank":262,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":45,"Rank":263,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":46,"Rank":264,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":56,"Rank":271,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":62,"Rank":272,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":82,"Rank":274,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":83,"Rank":275,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":84,"Rank":276,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":85,"Rank":277,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":94,"Rank":278,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":95,"Rank":279,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":96,"Rank":280,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":97,"Rank":281,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":98,"Rank":282,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":99,"Rank":283,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":100,"Rank":284,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":101,"Rank":285,"Model":"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":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":103,"Rank":286,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
+{"index":107,"Rank":287,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
+{"index":108,"Rank":288,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
+{"index":112,"Rank":289,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":120,"Rank":291,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":123,"Rank":292,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":125,"Rank":293,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":126,"Rank":294,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":127,"Rank":295,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":139,"Rank":296,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
+{"index":140,"Rank":297,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":143,"Rank":298,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
+{"index":144,"Rank":299,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":145,"Rank":300,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":147,"Rank":301,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":148,"Rank":302,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":149,"Rank":303,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":151,"Rank":304,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":152,"Rank":305,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":153,"Rank":306,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":155,"Rank":307,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":160,"Rank":308,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":161,"Rank":309,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":162,"Rank":310,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":163,"Rank":311,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":164,"Rank":312,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":180,"Rank":313,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":181,"Rank":314,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":204,"Rank":315,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":205,"Rank":316,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":206,"Rank":317,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":207,"Rank":318,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":208,"Rank":319,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":213,"Rank":322,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":231,"Rank":323,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":232,"Rank":324,"Model":"MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":237,"Rank":325,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.06,"STS22 (en)":68.84,"STSBenchmark":""}
+{"index":241,"Rank":326,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":242,"Rank":327,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":243,"Rank":328,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":244,"Rank":329,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":245,"Rank":330,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":246,"Rank":331,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":247,"Rank":332,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":261,"Rank":333,"Model":"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":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":268,"Rank":334,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":269,"Rank":335,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":47.06,"STSBenchmark":""}
+{"index":273,"Rank":337,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":274,"Rank":338,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":285,"Rank":339,"Model":"kom<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":286,"Rank":340,"Model":"kom2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":287,"Rank":341,"Model":"komni<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":288,"Rank":342,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":292,"Rank":343,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":293,"Rank":344,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":327,"Rank":345,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
+{"index":328,"Rank":346,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
+{"index":330,"Rank":347,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":331,"Rank":348,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":332,"Rank":349,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":334,"Rank":350,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":337,"Rank":351,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":338,"Rank":352,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":346,"Rank":353,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":347,"Rank":354,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":348,"Rank":355,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":349,"Rank":356,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":350,"Rank":357,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":""}
+{"index":352,"Rank":358,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":353,"Rank":359,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":354,"Rank":360,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}