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{"index":259,"Rank":1,"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":67.66,"AFQMC":53.84,"ATEC":54.44,"BQ":70.57,"LCQMC":74.99,"PAWSX":58.35,"QBQTC":71.45,"STS22 (zh)":74.92,"STSB":82.74}
{"index":17,"Rank":2,"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":65.33,"AFQMC":72.25,"ATEC":62.62,"BQ":81.25,"LCQMC":73.81,"PAWSX":54.06,"QBQTC":31.37,"STS22 (zh)":66.13,"STSB":81.17}
{"index":44,"Rank":3,"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":64.89,"AFQMC":71.13,"ATEC":64.64,"BQ":72.3,"LCQMC":78.76,"PAWSX":45.05,"QBQTC":42.62,"STS22 (zh)":63.84,"STSB":80.77}
{"index":195,"Rank":4,"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":64.53,"AFQMC":60.96,"ATEC":58.81,"BQ":75.08,"LCQMC":79.82,"PAWSX":47.42,"QBQTC":45.14,"STS22 (zh)":66.96,"STSB":82.05}
{"index":155,"Rank":5,"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":64.22,"AFQMC":60.72,"ATEC":58.77,"BQ":75.04,"LCQMC":79.75,"PAWSX":45.94,"QBQTC":43.46,"STS22 (zh)":66.71,"STSB":83.34}
{"index":238,"Rank":6,"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":63.5,"AFQMC":61.49,"ATEC":59.2,"BQ":72.88,"LCQMC":79.55,"PAWSX":46.48,"QBQTC":45.91,"STS22 (zh)":63.76,"STSB":78.71}
{"index":36,"Rank":7,"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":63.33,"AFQMC":61.02,"ATEC":59.02,"BQ":72.76,"LCQMC":79.43,"PAWSX":45.92,"QBQTC":44.87,"STS22 (zh)":64.41,"STSB":79.24}
{"index":48,"Rank":8,"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":63.23,"AFQMC":60.89,"ATEC":58.82,"BQ":72.53,"LCQMC":79.19,"PAWSX":45.8,"QBQTC":43.94,"STS22 (zh)":65.18,"STSB":79.48}
{"index":159,"Rank":9,"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":62.49,"AFQMC":59.22,"ATEC":58.43,"BQ":70.44,"LCQMC":78.27,"PAWSX":43.97,"QBQTC":40.02,"STS22 (zh)":66.49,"STSB":83.05}
{"index":163,"Rank":10,"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":62.48,"AFQMC":58.85,"ATEC":58.08,"BQ":71.05,"LCQMC":78.26,"PAWSX":45.36,"QBQTC":38.98,"STS22 (zh)":66.26,"STSB":82.96}
{"index":162,"Rank":11,"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":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":45.0,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
{"index":12,"Rank":12,"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":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":44.98,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
{"index":15,"Rank":13,"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":62.32,"AFQMC":58.47,"ATEC":55.46,"BQ":77.59,"LCQMC":76.29,"PAWSX":50.22,"QBQTC":31.82,"STS22 (zh)":67.36,"STSB":81.37}
{"index":260,"Rank":14,"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":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
{"index":45,"Rank":15,"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":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
{"index":125,"Rank":16,"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":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
{"index":16,"Rank":17,"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":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
{"index":299,"Rank":18,"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":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
{"index":187,"Rank":19,"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":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
{"index":264,"Rank":20,"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":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
{"index":161,"Rank":21,"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":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
{"index":21,"Rank":22,"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":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
{"index":20,"Rank":23,"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":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
{"index":194,"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":58.52,"AFQMC":54.85,"ATEC":55.13,"BQ":65.57,"LCQMC":75.55,"PAWSX":37.87,"QBQTC":33.69,"STS22 (zh)":64.32,"STSB":81.19}
{"index":102,"Rank":25,"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":58.41,"AFQMC":54.73,"ATEC":55.13,"BQ":64.89,"LCQMC":75.12,"PAWSX":37.93,"QBQTC":34.21,"STS22 (zh)":64.54,"STSB":80.72}
{"index":160,"Rank":26,"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":58.3,"AFQMC":54.49,"ATEC":54.45,"BQ":62.38,"LCQMC":76.28,"PAWSX":37.97,"QBQTC":37.84,"STS22 (zh)":67.28,"STSB":75.71}
{"index":237,"Rank":27,"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":58.02,"AFQMC":54.17,"ATEC":54.28,"BQ":62.31,"LCQMC":75.81,"PAWSX":38.31,"QBQTC":38.22,"STS22 (zh)":66.66,"STSB":74.43}
{"index":290,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/zhou-xl\/bi-cse\">bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":57.91,"AFQMC":43.45,"ATEC":48.01,"BQ":65.58,"LCQMC":75.56,"PAWSX":47.62,"QBQTC":40.43,"STS22 (zh)":67.24,"STSB":75.38}
{"index":270,"Rank":29,"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":57.82,"AFQMC":54.58,"ATEC":54.6,"BQ":64.41,"LCQMC":74.4,"PAWSX":38.55,"QBQTC":33.36,"STS22 (zh)":62.98,"STSB":79.68}
{"index":49,"Rank":30,"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":57.08,"AFQMC":46.98,"ATEC":51.35,"BQ":65.08,"LCQMC":76.96,"PAWSX":30.03,"QBQTC":37.5,"STS22 (zh)":69.2,"STSB":79.57}
{"index":158,"Rank":31,"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":56.92,"AFQMC":46.73,"ATEC":51.22,"BQ":64.8,"LCQMC":76.89,"PAWSX":29.7,"QBQTC":37.38,"STS22 (zh)":69.02,"STSB":79.63}
{"index":157,"Rank":32,"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":56.54,"AFQMC":51.75,"ATEC":52.82,"BQ":63.29,"LCQMC":75.83,"PAWSX":32.02,"QBQTC":36.47,"STS22 (zh)":67.52,"STSB":72.63}
{"index":26,"Rank":33,"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":56.25,"AFQMC":44.36,"ATEC":49.54,"BQ":62.94,"LCQMC":74.33,"PAWSX":33.92,"QBQTC":37.29,"STS22 (zh)":68.94,"STSB":78.7}
{"index":268,"Rank":34,"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":55.96,"AFQMC":49.07,"ATEC":50.83,"BQ":65.5,"LCQMC":74.06,"PAWSX":27.97,"QBQTC":35.19,"STS22 (zh)":63.64,"STSB":81.46}
{"index":236,"Rank":35,"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":55.9,"AFQMC":51.4,"ATEC":52.59,"BQ":62.68,"LCQMC":75.4,"PAWSX":31.58,"QBQTC":36.48,"STS22 (zh)":66.51,"STSB":70.6}
{"index":38,"Rank":36,"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":54.55,"AFQMC":46.7,"ATEC":49.95,"BQ":56.08,"LCQMC":74.96,"PAWSX":33.49,"QBQTC":31.06,"STS22 (zh)":64.51,"STSB":79.63}
{"index":39,"Rank":37,"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":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
{"index":23,"Rank":38,"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":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
{"index":25,"Rank":39,"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":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
{"index":37,"Rank":40,"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":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
{"index":213,"Rank":41,"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":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
{"index":208,"Rank":42,"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":50.47,"AFQMC":35.87,"ATEC":41.27,"BQ":63.81,"LCQMC":74.88,"PAWSX":12.19,"QBQTC":32.07,"STS22 (zh)":66.73,"STSB":76.97}
{"index":209,"Rank":43,"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":50.42,"AFQMC":36.53,"ATEC":41.8,"BQ":65.2,"LCQMC":74.2,"PAWSX":15.95,"QBQTC":32.65,"STS22 (zh)":62.91,"STSB":74.16}
{"index":168,"Rank":44,"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":50.22,"AFQMC":38.99,"ATEC":42.84,"BQ":50.64,"LCQMC":75.48,"PAWSX":16.81,"QBQTC":31.8,"STS22 (zh)":63.4,"STSB":81.81}
{"index":272,"Rank":45,"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":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
{"index":31,"Rank":46,"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":49.1,"AFQMC":33.42,"ATEC":43.01,"BQ":55.22,"LCQMC":72.19,"PAWSX":9.26,"QBQTC":35.29,"STS22 (zh)":67.72,"STSB":76.73}
{"index":172,"Rank":47,"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":48.29,"AFQMC":33.02,"ATEC":39.81,"BQ":46.44,"LCQMC":75.95,"PAWSX":14.63,"QBQTC":29.77,"STS22 (zh)":65.64,"STSB":81.08}
{"index":171,"Rank":48,"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":46.49,"AFQMC":29.67,"ATEC":37.01,"BQ":45.45,"LCQMC":74.15,"PAWSX":12.14,"QBQTC":28.81,"STS22 (zh)":65.64,"STSB":79.05}
{"index":176,"Rank":49,"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":45.6,"AFQMC":27.98,"ATEC":35.86,"BQ":46.23,"LCQMC":72.8,"PAWSX":15.66,"QBQTC":32.65,"STS22 (zh)":54.08,"STSB":79.53}
{"index":174,"Rank":50,"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":45.27,"AFQMC":25.21,"ATEC":35.14,"BQ":43.27,"LCQMC":72.7,"PAWSX":11.01,"QBQTC":30.25,"STS22 (zh)":66.84,"STSB":77.73}
{"index":51,"Rank":51,"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":44.97,"AFQMC":24.51,"ATEC":32.45,"BQ":44.22,"LCQMC":69.16,"PAWSX":14.55,"QBQTC":29.51,"STS22 (zh)":65.94,"STSB":79.45}
{"index":46,"Rank":52,"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":43.62,"AFQMC":22.57,"ATEC":30.3,"BQ":40.98,"LCQMC":68.4,"PAWSX":15.08,"QBQTC":27.92,"STS22 (zh)":61.58,"STSB":82.17}
{"index":261,"Rank":53,"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":43.41,"AFQMC":26.06,"ATEC":31.93,"BQ":42.67,"LCQMC":70.16,"PAWSX":17.21,"QBQTC":24.62,"STS22 (zh)":55.35,"STSB":79.3}
{"index":295,"Rank":54,"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":43.35,"AFQMC":23.88,"ATEC":29.25,"BQ":45.33,"LCQMC":68.41,"PAWSX":16.55,"QBQTC":30.27,"STS22 (zh)":62.53,"STSB":70.61}
{"index":263,"Rank":55,"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":42.78,"AFQMC":22.24,"ATEC":30.84,"BQ":43.33,"LCQMC":66.74,"PAWSX":12.31,"QBQTC":27.2,"STS22 (zh)":66.4,"STSB":73.22}
{"index":178,"Rank":56,"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":42.57,"AFQMC":25.32,"ATEC":33.46,"BQ":43.93,"LCQMC":71.98,"PAWSX":14.23,"QBQTC":32.92,"STS22 (zh)":40.97,"STSB":77.77}
{"index":47,"Rank":57,"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":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84}
{"index":146,"Rank":58,"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":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18}
{"index":273,"Rank":59,"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":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6}
{"index":11,"Rank":71,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""}
{"index":65,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""}
{"index":71,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ManiShankar-AlpesAi\/paraphrase-multilingual-mpnet-base-v2-KE_Sieve\">paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""}
{"index":88,"Rank":127,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""}
{"index":89,"Rank":128,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""}
{"index":122,"Rank":160,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""}
{"index":133,"Rank":170,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""}
{"index":134,"Rank":171,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""}
{"index":177,"Rank":200,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-3b\">udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52}
{"index":179,"Rank":201,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-7b1\">udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03}
{"index":239,"Rank":252,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""}
{"index":240,"Rank":253,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""}
{"index":241,"Rank":254,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""}
{"index":243,"Rank":256,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""}
{"index":245,"Rank":258,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""}
{"index":246,"Rank":259,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""}
{"index":248,"Rank":261,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""}
{"index":249,"Rank":262,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""}
{"index":255,"Rank":268,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
{"index":256,"Rank":269,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
{"index":257,"Rank":270,"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":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
{"index":262,"Rank":272,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
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