boards_data/zh/data_tasks/Reranking/default.jsonl

{"index":197,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lier007\/xiaobu-embedding-v2\">xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
{"index":157,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/iampanda\/zpoint_large_embedding_zh\">zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
{"index":235,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qihoo360\/360Zhinao-1.8B-Reranking\">360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
{"index":240,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sensenova\/piccolo-large-zh-v2\">piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
{"index":36,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Classical\/Yinka\">Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
{"index":301,"Rank":6,"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":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
{"index":48,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Erin\/IYun-large-zh\">IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
{"index":236,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qihoo360\/360Zhinao-search\">360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
{"index":17,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
{"index":262,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shhy1995\/AGE_Hybrid\">AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.72,"CMedQAv1":89.37,"CMedQAv2":89.27,"MMarcoReranking":29.64,"T2Reranking":66.61}
{"index":212,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neofung\/LdIR-reranker-large\">LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.58,"CMedQAv1":84.35,"CMedQAv2":86.45,"MMarcoReranking":35.64,"T2Reranking":67.86}
{"index":165,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-mrl-large-zh-v3.5-1792d\">stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.45,"CMedQAv1":89.33,"CMedQAv2":89.18,"MMarcoReranking":28.85,"T2Reranking":66.43}
{"index":116,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TownsWu\/PEG\">PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.41,"CMedQAv1":84.09,"CMedQAv2":86.56,"MMarcoReranking":33.55,"T2Reranking":69.43}
{"index":12,"Rank":14,"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":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
{"index":164,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-large-zh-v3-1792d\">stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
{"index":16,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
{"index":125,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aspire\/acge_text_embedding\">acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
{"index":214,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neofung\/bge-reranker-large-1k\">bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
{"index":161,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-zh-v3-1792d\">stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
{"index":268,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/srikanthmalla\/BAAI-bge-reranker-large\">BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.78,"CMedQAv1":82.14,"CMedQAv2":84.19,"MMarcoReranking":37.17,"T2Reranking":67.6}
{"index":102,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Pristinenlp\/alime-embedding-large-zh\">alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.61,"CMedQAv1":86.52,"CMedQAv2":87.11,"MMarcoReranking":30.63,"T2Reranking":66.18}
{"index":103,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Pristinenlp\/alime-reranker-large-zh\">alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.54,"CMedQAv1":82.32,"CMedQAv2":84.09,"MMarcoReranking":35.5,"T2Reranking":68.26}
{"index":272,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large-zh\">gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
{"index":196,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lier007\/xiaobu-embedding\">xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
{"index":44,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DMetaSoul\/Dmeta-embedding-zh\">Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
{"index":29,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-reranker-large\">bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":28,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-reranker-base\">bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":138,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/corto-ai\/bge-reranker-large-onnx\">bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":213,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neofung\/bge-reranker-base-1k\">bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.02,"CMedQAv1":81.26,"CMedQAv2":84.11,"MMarcoReranking":35.46,"T2Reranking":67.25}
{"index":270,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-base-zh\">gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
{"index":159,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-zh\">stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
{"index":45,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DMetaSoul\/Dmeta-embedding-zh-small\">Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
{"index":238,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sensenova\/piccolo-base-zh\">piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.68,"CMedQAv1":85.25,"CMedQAv2":86.15,"MMarcoReranking":28.87,"T2Reranking":66.46}
{"index":266,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/silverjam\/jina-embeddings-v2-base-zh\">jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
{"index":189,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-zh\">jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
{"index":163,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-large-zh-v2\">stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.41,"CMedQAv1":85.45,"CMedQAv2":85.83,"MMarcoReranking":27.97,"T2Reranking":66.41}
{"index":20,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Amu\/tao\">tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
{"index":15,"Rank":38,"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":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
{"index":21,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Amu\/tao-8k\">tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
{"index":274,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-small-zh\">gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
{"index":160,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-zh-v2\">stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
{"index":121,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/akarum\/cloudy-large-zh\">cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
{"index":284,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/wongctroman\/hktv-fine-tuned-cloudy-large-zh-metaphor14\">hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
{"index":162,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-large-zh\">stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86}
{"index":239,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sensenova\/piccolo-large-zh\">piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96}
{"index":49,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Erin\/mist-zh\">mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79}
{"index":26,"Rank":47,"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":65.84,"CMedQAv1":83.45,"CMedQAv2":85.44,"MMarcoReranking":28.74,"T2Reranking":65.74}
{"index":23,"Rank":48,"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":65.4,"CMedQAv1":80.47,"CMedQAv2":84.88,"MMarcoReranking":29.74,"T2Reranking":66.49}
{"index":25,"Rank":49,"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":64.9,"CMedQAv1":81.72,"CMedQAv2":84.64,"MMarcoReranking":27.1,"T2Reranking":66.16}
{"index":198,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liujiarik\/lim_base_zh\">lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.73,"CMedQAv1":83.85,"CMedQAv2":84.75,"MMarcoReranking":20.56,"T2Reranking":65.75}
{"index":38,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.2,"CMedQAv1":78.39,"CMedQAv2":80.84,"MMarcoReranking":27.29,"T2Reranking":66.3}
{"index":39,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"CMedQAv1":77.42,"CMedQAv2":77.84,"MMarcoReranking":30.17,"T2Reranking":65.85}
{"index":170,"Rank":53,"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":61.86,"CMedQAv1":77.68,"CMedQAv2":78.66,"MMarcoReranking":24.21,"T2Reranking":66.9}
{"index":261,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentosa\/ZNV-Embedding\">ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":61.48,"CMedQAv1":80.4,"CMedQAv2":80.39,"MMarcoReranking":18.86,"T2Reranking":66.25}
{"index":37,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18}
{"index":215,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neofung\/m3e-ernie-xbase-zh\">m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31}
{"index":31,"Rank":57,"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":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9}
{"index":211,"Rank":58,"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":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13}
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{"index":178,"Rank":62,"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":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94}
{"index":174,"Rank":63,"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":56.0,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":21.34,"T2Reranking":65.83}
{"index":173,"Rank":64,"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":54.35,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":21.76,"T2Reranking":64.39}
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{"index":176,"Rank":66,"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":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24}
{"index":180,"Rank":67,"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":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74}
{"index":263,"Rank":68,"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":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95}
{"index":265,"Rank":69,"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":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76}
{"index":51,"Rank":70,"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":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82}
{"index":46,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DMetaSoul\/sbert-chinese-general-v1\">sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14}
{"index":47,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/EdwardBurgin\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49}
{"index":148,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35}
{"index":275,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thtang\/ALL_862873\">ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05}