diff --git "a/all_data_tasks/11/default.jsonl" "b/all_data_tasks/11/default.jsonl" --- "a/all_data_tasks/11/default.jsonl" +++ "b/all_data_tasks/11/default.jsonl" @@ -29,9 +29,9 @@ {"index":300,"Rank":29,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86} {"index":216,"Rank":30,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6} {"index":43,"Rank":31,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26} -{"index":157,"Rank":32,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} -{"index":31,"Rank":33,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} -{"index":32,"Rank":34,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} +{"index":31,"Rank":32,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} +{"index":32,"Rank":33,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} +{"index":157,"Rank":34,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28} {"index":298,"Rank":35,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36} {"index":185,"Rank":36,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46} {"index":44,"Rank":37,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Embedding Dimensions":768,"Max Tokens":1024,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11} @@ -45,8 +45,8 @@ {"index":302,"Rank":45,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":512,"Max Tokens":512,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39} {"index":304,"Rank":46,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39} {"index":186,"Rank":47,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35} -{"index":318,"Rank":48,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83} -{"index":136,"Rank":49,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83} +{"index":136,"Rank":48,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83} +{"index":318,"Rank":49,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83} {"index":188,"Rank":50,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86} {"index":265,"Rank":51,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96} {"index":51,"Rank":52,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79} @@ -62,162 +62,162 @@ {"index":36,"Rank":62,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18} {"index":235,"Rank":63,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31} {"index":34,"Rank":64,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9} -{"index":231,"Rank":65,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13} -{"index":230,"Rank":66,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03} -{"index":204,"Rank":67,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88} -{"index":198,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":58.06,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":29.12,"T2Reranking":66.32} -{"index":202,"Rank":69,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49} -{"index":197,"Rank":70,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.66,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":30.52,"T2Reranking":64.86} -{"index":201,"Rank":71,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94} -{"index":334,"Rank":72,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65} -{"index":200,"Rank":73,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24} -{"index":203,"Rank":74,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74} -{"index":291,"Rank":75,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95} -{"index":293,"Rank":76,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76} -{"index":53,"Rank":77,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82} -{"index":45,"Rank":78,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14} -{"index":49,"Rank":79,"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":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49} -{"index":172,"Rank":80,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35} -{"index":303,"Rank":81,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05} -{"index":0,"Rank":82,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":1,"Rank":83,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":2,"Rank":84,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":3,"Rank":85,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":4,"Rank":86,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":5,"Rank":87,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":6,"Rank":88,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":7,"Rank":89,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":8,"Rank":90,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":9,"Rank":91,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":10,"Rank":92,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":11,"Rank":93,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":13,"Rank":94,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":18,"Rank":96,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":19,"Rank":97,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":23,"Rank":98,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":25,"Rank":99,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":26,"Rank":100,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":29,"Rank":101,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":33,"Rank":102,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":40,"Rank":104,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":41,"Rank":105,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":42,"Rank":106,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":46,"Rank":107,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":47,"Rank":108,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":48,"Rank":109,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":52,"Rank":110,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":54,"Rank":111,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":55,"Rank":112,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":56,"Rank":113,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":57,"Rank":114,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":21.7,"T2Reranking":65.64} -{"index":58,"Rank":115,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":59,"Rank":116,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":68,"Rank":125,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":69,"Rank":126,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":70,"Rank":127,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":71,"Rank":128,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":72,"Rank":129,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":73,"Rank":130,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":74,"Rank":131,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":77,"Rank":134,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":78,"Rank":135,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":79,"Rank":136,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":80,"Rank":137,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":81,"Rank":138,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":82,"Rank":139,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":83,"Rank":140,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":84,"Rank":141,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":85,"Rank":142,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":86,"Rank":143,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":87,"Rank":144,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":88,"Rank":145,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":89,"Rank":146,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":90,"Rank":147,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":91,"Rank":148,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":92,"Rank":149,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":93,"Rank":150,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":94,"Rank":151,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":95,"Rank":152,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":96,"Rank":153,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":97,"Rank":154,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":98,"Rank":155,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":100,"Rank":157,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":101,"Rank":158,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":102,"Rank":159,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":103,"Rank":160,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":104,"Rank":161,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":105,"Rank":162,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":106,"Rank":163,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":111,"Rank":166,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":112,"Rank":167,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":115,"Rank":170,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":116,"Rank":171,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":117,"Rank":172,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":118,"Rank":173,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":119,"Rank":174,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":120,"Rank":175,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":121,"Rank":176,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":122,"Rank":177,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":123,"Rank":178,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":126,"Rank":179,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":127,"Rank":180,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":130,"Rank":182,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":131,"Rank":183,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":132,"Rank":184,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":133,"Rank":185,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":134,"Rank":186,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":138,"Rank":189,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":140,"Rank":190,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":141,"Rank":191,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":142,"Rank":192,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":143,"Rank":193,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":144,"Rank":194,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":146,"Rank":196,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":147,"Rank":197,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":148,"Rank":198,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":149,"Rank":199,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":150,"Rank":200,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":152,"Rank":202,"Model":"Chuxin-Embedding<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":153,"Rank":203,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":154,"Rank":204,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":155,"Rank":205,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":156,"Rank":206,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":158,"Rank":207,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":159,"Rank":208,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":160,"Rank":209,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":161,"Rank":210,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":162,"Rank":211,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":163,"Rank":212,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":164,"Rank":213,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":166,"Rank":215,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06} -{"index":169,"Rank":216,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":170,"Rank":217,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":171,"Rank":218,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":175,"Rank":219,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":176,"Rank":220,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":177,"Rank":221,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":178,"Rank":222,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":179,"Rank":223,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":180,"Rank":224,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":181,"Rank":225,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":182,"Rank":226,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":184,"Rank":227,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":190,"Rank":228,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":191,"Rank":229,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":192,"Rank":230,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":193,"Rank":231,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":195,"Rank":232,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":196,"Rank":233,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":199,"Rank":234,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":23.6,"T2Reranking":67.12} -{"index":205,"Rank":235,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":206,"Rank":236,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":207,"Rank":237,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":208,"Rank":238,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":209,"Rank":239,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":210,"Rank":240,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":211,"Rank":241,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":213,"Rank":242,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} -{"index":214,"Rank":243,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":21.05,"T2Reranking":65.31} +{"index":214,"Rank":65,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.64,"CMedQAv1":77.96,"CMedQAv2":78.22,"MMarcoReranking":21.05,"T2Reranking":65.31} +{"index":231,"Rank":66,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13} +{"index":230,"Rank":67,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03} +{"index":204,"Rank":68,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88} +{"index":198,"Rank":69,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":58.06,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":29.12,"T2Reranking":66.32} +{"index":202,"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":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49} +{"index":197,"Rank":71,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.66,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":30.52,"T2Reranking":64.86} +{"index":201,"Rank":72,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94} +{"index":334,"Rank":73,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65} +{"index":200,"Rank":74,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24} +{"index":203,"Rank":75,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74} +{"index":291,"Rank":76,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95} +{"index":293,"Rank":77,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76} +{"index":53,"Rank":78,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82} +{"index":45,"Rank":79,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14} +{"index":49,"Rank":80,"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":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49} +{"index":172,"Rank":81,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35} +{"index":303,"Rank":82,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05} +{"index":0,"Rank":83,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":1,"Rank":84,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":2,"Rank":85,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":3,"Rank":86,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":4,"Rank":87,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":5,"Rank":88,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":6,"Rank":89,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":7,"Rank":90,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":8,"Rank":91,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":9,"Rank":92,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":10,"Rank":93,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":11,"Rank":94,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":13,"Rank":95,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":18,"Rank":97,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":19,"Rank":98,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":23,"Rank":99,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":25,"Rank":100,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":26,"Rank":101,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":29,"Rank":102,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":33,"Rank":103,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":40,"Rank":105,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":41,"Rank":106,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":42,"Rank":107,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":46,"Rank":108,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":47,"Rank":109,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":48,"Rank":110,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":52,"Rank":111,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":54,"Rank":112,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":55,"Rank":113,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":56,"Rank":114,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":57,"Rank":115,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":21.7,"T2Reranking":65.64} +{"index":58,"Rank":116,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":59,"Rank":117,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":68,"Rank":126,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":69,"Rank":127,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":70,"Rank":128,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":71,"Rank":129,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":72,"Rank":130,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":73,"Rank":131,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":74,"Rank":132,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":77,"Rank":135,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":78,"Rank":136,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":79,"Rank":137,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":80,"Rank":138,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":81,"Rank":139,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":82,"Rank":140,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":83,"Rank":141,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":84,"Rank":142,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":85,"Rank":143,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":86,"Rank":144,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":87,"Rank":145,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":88,"Rank":146,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":89,"Rank":147,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":90,"Rank":148,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":91,"Rank":149,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":92,"Rank":150,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":93,"Rank":151,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":94,"Rank":152,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":95,"Rank":153,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":96,"Rank":154,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":97,"Rank":155,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":98,"Rank":156,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":100,"Rank":158,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":101,"Rank":159,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":102,"Rank":160,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":103,"Rank":161,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":104,"Rank":162,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":105,"Rank":163,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":106,"Rank":164,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":111,"Rank":167,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":112,"Rank":168,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":115,"Rank":171,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":116,"Rank":172,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":117,"Rank":173,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":118,"Rank":174,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":119,"Rank":175,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":120,"Rank":176,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":121,"Rank":177,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":122,"Rank":178,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":123,"Rank":179,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":126,"Rank":180,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":127,"Rank":181,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":130,"Rank":183,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":131,"Rank":184,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":132,"Rank":185,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":133,"Rank":186,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":134,"Rank":187,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":138,"Rank":190,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":140,"Rank":191,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":141,"Rank":192,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":142,"Rank":193,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":143,"Rank":194,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":144,"Rank":195,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":146,"Rank":197,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":147,"Rank":198,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":148,"Rank":199,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":149,"Rank":200,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":150,"Rank":201,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":152,"Rank":203,"Model":"Chuxin-Embedding<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":153,"Rank":204,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":154,"Rank":205,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":155,"Rank":206,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":156,"Rank":207,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":158,"Rank":208,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":159,"Rank":209,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":160,"Rank":210,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":161,"Rank":211,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":162,"Rank":212,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":163,"Rank":213,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":164,"Rank":214,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":166,"Rank":216,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06} +{"index":169,"Rank":217,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":170,"Rank":218,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":171,"Rank":219,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":175,"Rank":220,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":176,"Rank":221,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":177,"Rank":222,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":178,"Rank":223,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":179,"Rank":224,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":180,"Rank":225,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":181,"Rank":226,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":182,"Rank":227,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":184,"Rank":228,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":190,"Rank":229,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":191,"Rank":230,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":192,"Rank":231,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":193,"Rank":232,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":195,"Rank":233,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":196,"Rank":234,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":199,"Rank":235,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":23.6,"T2Reranking":67.12} +{"index":205,"Rank":236,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":206,"Rank":237,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":207,"Rank":238,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":208,"Rank":239,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":209,"Rank":240,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":210,"Rank":241,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":211,"Rank":242,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} +{"index":213,"Rank":243,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} {"index":215,"Rank":244,"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":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} {"index":222,"Rank":248,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""} {"index":223,"Rank":249,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":"","T2Reranking":""}