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Roman Solomatin
fix french datasets
006466a unverified
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78.1 kB
{"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.66,"CmedqaRetrieval":28.67,"CmedqaRetrieval (cmn-Hans)":28.66,"CovidRetrieval":75.51,"CovidRetrieval (cmn-Hans)":75.61,"DuRetrieval":85.32,"DuRetrieval (cmn-Hans)":85.3,"EcomRetrieval":54.75,"EcomRetrieval (cmn-Hans)":54.67,"MedicalRetrieval":51.44,"MedicalRetrieval (cmn-Hans)":51.44,"MMarcoRetrieval":79.2,"MMarcoRetrieval (cmn-Hans)":79.2,"T2Retrieval":76.11,"T2Retrieval (cmn-Hans)":76.07,"VideoRetrieval":58.25,"VideoRetrieval (cmn-Hans)":58.28}
{"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.61,"CmedqaRetrieval":27.2,"CmedqaRetrieval (cmn-Hans)":27.2,"CovidRetrieval":73.45,"CovidRetrieval (cmn-Hans)":73.48,"DuRetrieval":81.64,"DuRetrieval (cmn-Hans)":81.66,"EcomRetrieval":54.17,"EcomRetrieval (cmn-Hans)":54.01,"MedicalRetrieval":48.35,"MedicalRetrieval (cmn-Hans)":48.33,"MMarcoRetrieval":76.04,"MMarcoRetrieval (cmn-Hans)":76.01,"T2Retrieval":70.86,"T2Retrieval (cmn-Hans)":70.77,"VideoRetrieval":61.3,"VideoRetrieval (cmn-Hans)":61.26}
{"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.94,"CmedqaRetrieval":24.38,"CmedqaRetrieval (cmn-Hans)":24.36,"CovidRetrieval":72.82,"CovidRetrieval (cmn-Hans)":72.82,"DuRetrieval":81.35,"DuRetrieval (cmn-Hans)":81.36,"EcomRetrieval":53.56,"EcomRetrieval (cmn-Hans)":53.53,"MedicalRetrieval":44.84,"MedicalRetrieval (cmn-Hans)":44.84,"MMarcoRetrieval":73.17,"MMarcoRetrieval (cmn-Hans)":73.17,"T2Retrieval":71.39,"T2Retrieval (cmn-Hans)":71.36,"VideoRetrieval":58.09,"VideoRetrieval (cmn-Hans)":58.06}
{"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/embeddings.html\">titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/help.aliyun.com\/zh\/open-search\/vector-search-edition\/hybrid-retrieval\">OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":46.56,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":84.03,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":87.85,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":68.79,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":65.92,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":79.93,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":86.76,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":75.43,"VideoRetrieval (cmn-Hans)":null}
{"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":null,"CmedqaRetrieval":43.47,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":80.87,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":86.01,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":66.46,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":61.33,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":73.83,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":83.58,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":69.41,"VideoRetrieval (cmn-Hans)":null}
{"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-zh-v1.5\">bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"CmedqaRetrieval":41.61,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":74.7,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":85.07,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":64.25,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":56.51,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":77.69,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":83.71,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":72.35,"VideoRetrieval (cmn-Hans)":null}
{"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-zh-noinstruct\">bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":null,"CmedqaRetrieval":41.03,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":75.07,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":84.68,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":65.6,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":58.28,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":81.38,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":84.39,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":73.93,"VideoRetrieval (cmn-Hans)":null}
{"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-zh-v1.5\">bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":null,"CmedqaRetrieval":42.57,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":73.35,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":86.32,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":65.33,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":59.59,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":79.23,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":83.99,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":73.32,"VideoRetrieval (cmn-Hans)":null}
{"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-zh-v1.5\">bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":null,"CmedqaRetrieval":35.11,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":70.14,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":77.28,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":55.71,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":49.8,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":63.48,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":76.43,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":66.19,"VideoRetrieval (cmn-Hans)":null}
{"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GanymedeNil\/text2vec-large-chinese\">text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":null,"CmedqaRetrieval":15.53,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":60.48,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":51.87,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":37.58,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":30.93,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":45.96,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":50.52,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":42.65,"VideoRetrieval (cmn-Hans)":null}
{"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":35.58,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":73.47,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":88.18,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":54.33,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":55.81,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":76.54,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":82.96,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":53.85}
{"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised\">LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse\">LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised\">LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse\">LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised\">LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse\">LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-supervised\">LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse\">LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bert-base-uncased\">bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/moka-ai\/m3e-base\">m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"CmedqaRetrieval":30.33,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":66.42,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":75.76,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":50.27,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":42.79,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":65.46,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":73.14,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":51.11,"VideoRetrieval (cmn-Hans)":null}
{"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/moka-ai\/m3e-large\">m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"CmedqaRetrieval":30.73,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":61.33,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":74.69,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":45.18,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":48.66,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":61.06,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":72.36,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":44.02,"VideoRetrieval (cmn-Hans)":null}
{"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":5.49,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":28.6,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":26.34,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":25.42,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":6.68,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":34.78,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":25.32,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":22.04}
{"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":2.58,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":10.79,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":6.62,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":4.01,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":2.3,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":7.46,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":4.82,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":9.38}
{"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":2.03,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":0.8,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":3.03,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":3.7,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":1.76,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":6.21,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":1.6,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":9.79}
{"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":2.0,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":3.7,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":4.92,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":3.94,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":1.71,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":7.13,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":2.98,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":8.48}
{"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_glove.6B.300d\">glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
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{"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":10.78,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":30.11,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":34.72,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":13.32,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":15.46,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":46.62,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":30.31,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":14.71}
{"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":10.15,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":28.85,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":33.41,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":9.69,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":14.1,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":44.62,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":28.35,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":14.18}
{"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-chinese\">text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"CmedqaRetrieval":15.91,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":44.81,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":52.23,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":34.6,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":27.56,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":44.06,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":51.67,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":39.52,"VideoRetrieval (cmn-Hans)":null}
{"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/silk-road\/luotuo-bert-medium\">luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":null,"CmedqaRetrieval":18.04,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":55.48,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":59.36,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":40.48,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":29.8,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":55.31,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":58.67,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":38.04,"VideoRetrieval (cmn-Hans)":null}
{"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":22.36,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":57.21,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":71.17,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":44.49,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":37.92,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":69.86,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":69.14,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":43.85,"VideoRetrieval (cmn-Hans)":null}
{"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}
{"Rank":111,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/platform.baichuan-ai.com\/docs\/text-Embedding\">Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CmedqaRetrieval":47.64,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":86.86,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":88.43,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":66.39,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":61.1,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":80.17,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":80.11,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":74.28,"VideoRetrieval (cmn-Hans)":null}
{"Rank":112,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/www.elastic.co\/guide\/en\/machine-learning\/current\/ml-nlp-elser.html\">elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CmedqaRetrieval":null,"CmedqaRetrieval (cmn-Hans)":null,"CovidRetrieval":null,"CovidRetrieval (cmn-Hans)":null,"DuRetrieval":null,"DuRetrieval (cmn-Hans)":null,"EcomRetrieval":null,"EcomRetrieval (cmn-Hans)":null,"MedicalRetrieval":null,"MedicalRetrieval (cmn-Hans)":null,"MMarcoRetrieval":null,"MMarcoRetrieval (cmn-Hans)":null,"T2Retrieval":null,"T2Retrieval (cmn-Hans)":null,"VideoRetrieval":null,"VideoRetrieval (cmn-Hans)":null}