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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":66.03,"T2Reranking (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,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":66.13,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":14.83,"T2Reranking":null,"T2Reranking (cmn-Hans)":63.29}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":5.27,"T2Reranking":null,"T2Reranking (cmn-Hans)":60.32}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":4.74,"T2Reranking":null,"T2Reranking (cmn-Hans)":56.26}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":4.65,"T2Reranking":null,"T2Reranking (cmn-Hans)":58.3}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-base\">gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xxl\">gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/msmarco-bert-co-condensor\">msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":16.14,"T2Reranking":null,"T2Reranking (cmn-Hans)":65.28}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":14.57,"T2Reranking":null,"T2Reranking (cmn-Hans)":64.49}
{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":65.95,"T2Reranking (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,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":65.76,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}
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{"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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (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,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":67.85,"T2Reranking (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,"CMedQAv1":null,"CMedQAv2":null,"MMarcoReranking":null,"MMarcoReranking (cmn-Hans)":null,"T2Reranking":null,"T2Reranking (cmn-Hans)":null}