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{"index":19,"Rank":19,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":47.96,"ArxivClusteringP2P":48.47,"ArxivClusteringS2S":43.39,"BiorxivClusteringP2P":40.58,"BiorxivClusteringS2S":37.94,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":32.94,"RedditClustering":59.76,"RedditClusteringP2P":68.03,"StackExchangeClustering":71.27,"StackExchangeClusteringP2P":39.18,"TwentyNewsgroupsClustering":50.91}
{"index":231,"Rank":20,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.86,"ArxivClusteringP2P":48.78,"ArxivClusteringS2S":46.11,"BiorxivClusteringP2P":38.79,"BiorxivClusteringS2S":37.37,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":32.33,"RedditClustering":62.16,"RedditClusteringP2P":65.96,"StackExchangeClustering":71.35,"StackExchangeClusteringP2P":36.11,"TwentyNewsgroupsClustering":54.78}
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{"index":36,"Rank":22,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.43,"ArxivClusteringP2P":49.17,"ArxivClusteringS2S":42.18,"BiorxivClusteringP2P":40.96,"BiorxivClusteringS2S":37.25,"MedrxivClusteringP2P":37.41,"MedrxivClusteringS2S":33.39,"RedditClustering":58.46,"RedditClusteringP2P":66.35,"StackExchangeClustering":68.42,"StackExchangeClusteringP2P":37.51,"TwentyNewsgroupsClustering":50.64}
{"index":8,"Rank":23,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.4,"ArxivClusteringP2P":47.92,"ArxivClusteringS2S":42.42,"BiorxivClusteringP2P":38.72,"BiorxivClusteringS2S":36.6,"MedrxivClusteringP2P":34.04,"MedrxivClusteringS2S":32.81,"RedditClustering":61.56,"RedditClusteringP2P":65.35,"StackExchangeClustering":70.16,"StackExchangeClusteringP2P":38.23,"TwentyNewsgroupsClustering":53.56}
{"index":59,"Rank":24,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.1,"ArxivClusteringP2P":46.4,"ArxivClusteringS2S":40.49,"BiorxivClusteringP2P":40.94,"BiorxivClusteringS2S":36.28,"MedrxivClusteringP2P":36.93,"MedrxivClusteringS2S":35.54,"RedditClustering":56.6,"RedditClusteringP2P":64.27,"StackExchangeClustering":66.85,"StackExchangeClusteringP2P":42.46,"TwentyNewsgroupsClustering":51.33}
{"index":175,"Rank":25,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":47.1,"ArxivClusteringP2P":46.4,"ArxivClusteringS2S":40.49,"BiorxivClusteringP2P":40.94,"BiorxivClusteringS2S":36.28,"MedrxivClusteringP2P":36.93,"MedrxivClusteringS2S":35.54,"RedditClustering":56.6,"RedditClusteringP2P":64.27,"StackExchangeClustering":66.85,"StackExchangeClusteringP2P":42.46,"TwentyNewsgroupsClustering":51.33}
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{"index":207,"Rank":30,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.71,"ArxivClusteringP2P":48.97,"ArxivClusteringS2S":42.98,"BiorxivClusteringP2P":39.92,"BiorxivClusteringS2S":36.73,"MedrxivClusteringP2P":33.44,"MedrxivClusteringS2S":31.66,"RedditClustering":60.22,"RedditClusteringP2P":65.29,"StackExchangeClustering":65.62,"StackExchangeClusteringP2P":35.78,"TwentyNewsgroupsClustering":53.21}
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{"index":38,"Rank":33,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.6,"ArxivClusteringP2P":48.16,"ArxivClusteringS2S":40.79,"BiorxivClusteringP2P":40.5,"BiorxivClusteringS2S":36.91,"MedrxivClusteringP2P":36.18,"MedrxivClusteringS2S":33.44,"RedditClustering":58.11,"RedditClusteringP2P":65.02,"StackExchangeClustering":68.12,"StackExchangeClusteringP2P":35.22,"TwentyNewsgroupsClustering":50.14}
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{"index":210,"Rank":55,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.06,"ArxivClusteringP2P":48.5,"ArxivClusteringS2S":42.01,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.65,"MedrxivClusteringP2P":32.8,"MedrxivClusteringS2S":30.96,"RedditClustering":55.69,"RedditClusteringP2P":62.33,"StackExchangeClustering":64.81,"StackExchangeClusteringP2P":34.08,"TwentyNewsgroupsClustering":49.5}
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{"index":35,"Rank":61,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.64,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":37.58,"BiorxivClusteringP2P":38.97,"BiorxivClusteringS2S":34.52,"MedrxivClusteringP2P":37.66,"MedrxivClusteringS2S":33.54,"RedditClustering":53.5,"RedditClusteringP2P":63.59,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":36.48,"TwentyNewsgroupsClustering":46.06}
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{"index":120,"Rank":67,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
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{"index":30,"Rank":72,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
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{"index":198,"Rank":84,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.48,"ArxivClusteringP2P":44.44,"ArxivClusteringS2S":34.19,"BiorxivClusteringP2P":37.82,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":33.88,"MedrxivClusteringS2S":32.08,"RedditClustering":54.25,"RedditClusteringP2P":61.28,"StackExchangeClustering":64.7,"StackExchangeClusteringP2P":34.23,"TwentyNewsgroupsClustering":49.31}
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{"index":219,"Rank":94,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":42.24,"ArxivClusteringP2P":43.87,"ArxivClusteringS2S":34.57,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":30.68,"MedrxivClusteringP2P":34.09,"MedrxivClusteringS2S":31.3,"RedditClustering":53.31,"RedditClusteringP2P":58.96,"StackExchangeClustering":59.92,"StackExchangeClusteringP2P":33.88,"TwentyNewsgroupsClustering":47.29}
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{"index":61,"Rank":97,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.03,"ArxivClusteringP2P":44.26,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":36.38,"BiorxivClusteringS2S":31.54,"MedrxivClusteringP2P":31.11,"MedrxivClusteringS2S":29.1,"RedditClustering":51.34,"RedditClusteringP2P":62.51,"StackExchangeClustering":61.57,"StackExchangeClusteringP2P":33.59,"TwentyNewsgroupsClustering":44.97}
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{"index":37,"Rank":99,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.98,"ArxivClusteringP2P":44.21,"ArxivClusteringS2S":33.91,"BiorxivClusteringP2P":38.68,"BiorxivClusteringS2S":32.21,"MedrxivClusteringP2P":35.18,"MedrxivClusteringS2S":30.99,"RedditClustering":49.5,"RedditClusteringP2P":60.21,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.97,"TwentyNewsgroupsClustering":42.09}
{"index":241,"Rank":100,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":41.94,"ArxivClusteringP2P":46.55,"ArxivClusteringS2S":37.86,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.7,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.26,"TwentyNewsgroupsClustering":46.49}
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{"index":108,"Rank":102,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":41.87,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":37.43,"BiorxivClusteringP2P":36.97,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.5,"MedrxivClusteringS2S":28.41,"RedditClustering":47.53,"RedditClusteringP2P":62.76,"StackExchangeClustering":59.55,"StackExchangeClusteringP2P":39.43,"TwentyNewsgroupsClustering":37.73}
{"index":240,"Rank":103,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":41.81,"ArxivClusteringP2P":46.07,"ArxivClusteringS2S":37.5,"BiorxivClusteringP2P":36.99,"BiorxivClusteringS2S":33.21,"MedrxivClusteringP2P":34.25,"MedrxivClusteringS2S":32.24,"RedditClustering":51.18,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.05,"StackExchangeClusteringP2P":33.13,"TwentyNewsgroupsClustering":47.47}
{"index":188,"Rank":104,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
{"index":280,"Rank":105,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
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{"index":287,"Rank":108,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
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{"index":224,"Rank":114,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.1,"ArxivClusteringP2P":42.61,"ArxivClusteringS2S":32.32,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":29.08,"MedrxivClusteringP2P":31.19,"MedrxivClusteringS2S":27.27,"RedditClustering":54.89,"RedditClusteringP2P":57.58,"StackExchangeClustering":63.15,"StackExchangeClusteringP2P":32.25,"TwentyNewsgroupsClustering":46.82}
{"index":58,"Rank":115,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
{"index":139,"Rank":116,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
{"index":262,"Rank":117,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
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{"index":182,"Rank":124,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":40.81,"ArxivClusteringP2P":45.66,"ArxivClusteringS2S":38.42,"BiorxivClusteringP2P":35.54,"BiorxivClusteringS2S":32.19,"MedrxivClusteringP2P":30.95,"MedrxivClusteringS2S":28.87,"RedditClustering":47.9,"RedditClusteringP2P":55.95,"StackExchangeClustering":60.27,"StackExchangeClusteringP2P":32.34,"TwentyNewsgroupsClustering":40.81}
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{"index":190,"Rank":133,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.08,"ArxivClusteringP2P":44.02,"ArxivClusteringS2S":35.16,"BiorxivClusteringP2P":35.57,"BiorxivClusteringS2S":29.07,"MedrxivClusteringP2P":31.86,"MedrxivClusteringS2S":27.51,"RedditClustering":49.28,"RedditClusteringP2P":57.09,"StackExchangeClustering":55.35,"StackExchangeClusteringP2P":34.42,"TwentyNewsgroupsClustering":41.57}
{"index":205,"Rank":134,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.94,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":36.91,"BiorxivClusteringP2P":38.59,"BiorxivClusteringS2S":32.32,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":29.92,"RedditClustering":45.63,"RedditClusteringP2P":53.37,"StackExchangeClustering":47.28,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":42.38}
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{"index":128,"Rank":141,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":39.48,"ArxivClusteringP2P":45.31,"ArxivClusteringS2S":35.45,"BiorxivClusteringP2P":38.38,"BiorxivClusteringS2S":31.09,"MedrxivClusteringP2P":33.35,"MedrxivClusteringS2S":29.79,"RedditClustering":44.12,"RedditClusteringP2P":48.68,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":33.91,"TwentyNewsgroupsClustering":41.13}
{"index":113,"Rank":142,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.46,"ArxivClusteringP2P":44.6,"ArxivClusteringS2S":34.48,"BiorxivClusteringP2P":37.13,"BiorxivClusteringS2S":29.72,"MedrxivClusteringP2P":31.98,"MedrxivClusteringS2S":29.26,"RedditClustering":45.27,"RedditClusteringP2P":54.47,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":34.67,"TwentyNewsgroupsClustering":39.37}
{"index":189,"Rank":143,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
{"index":228,"Rank":144,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
{"index":114,"Rank":145,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
{"index":64,"Rank":146,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
{"index":179,"Rank":147,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
{"index":138,"Rank":148,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":66,"Rank":149,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":187,"Rank":150,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":134,"Rank":151,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
{"index":112,"Rank":152,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
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{"index":254,"Rank":154,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":38.5,"ArxivClusteringP2P":37.78,"ArxivClusteringS2S":31.68,"BiorxivClusteringP2P":33.02,"BiorxivClusteringS2S":29.45,"MedrxivClusteringP2P":31.93,"MedrxivClusteringS2S":31.53,"RedditClustering":45.65,"RedditClusteringP2P":52.05,"StackExchangeClustering":52.99,"StackExchangeClusteringP2P":33.06,"TwentyNewsgroupsClustering":44.36}
{"index":215,"Rank":155,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.37,"ArxivClusteringP2P":43.11,"ArxivClusteringS2S":34.41,"BiorxivClusteringP2P":34.7,"BiorxivClusteringS2S":28.84,"MedrxivClusteringP2P":30.49,"MedrxivClusteringS2S":28.8,"RedditClustering":42.86,"RedditClusteringP2P":54.27,"StackExchangeClustering":53.09,"StackExchangeClusteringP2P":33.15,"TwentyNewsgroupsClustering":38.35}
{"index":126,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":38.03,"ArxivClusteringP2P":43.85,"ArxivClusteringS2S":29.59,"BiorxivClusteringP2P":37.8,"BiorxivClusteringS2S":26.76,"MedrxivClusteringP2P":32.54,"MedrxivClusteringS2S":28.05,"RedditClustering":43.68,"RedditClusteringP2P":54.33,"StackExchangeClustering":51.77,"StackExchangeClusteringP2P":33.31,"TwentyNewsgroupsClustering":36.65}
{"index":144,"Rank":157,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":37.92,"ArxivClusteringP2P":42.01,"ArxivClusteringS2S":31.41,"BiorxivClusteringP2P":34.73,"BiorxivClusteringS2S":29.28,"MedrxivClusteringP2P":31.77,"MedrxivClusteringS2S":30.94,"RedditClustering":43.09,"RedditClusteringP2P":56.54,"StackExchangeClustering":48.23,"StackExchangeClusteringP2P":34.76,"TwentyNewsgroupsClustering":34.36}
{"index":274,"Rank":158,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.82,"ArxivClusteringP2P":34.72,"ArxivClusteringS2S":25.27,"BiorxivClusteringP2P":28.39,"BiorxivClusteringS2S":20.52,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":24.58,"RedditClustering":56.93,"RedditClusteringP2P":58.95,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.14,"TwentyNewsgroupsClustering":42.43}
{"index":251,"Rank":159,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.64,"ArxivClusteringP2P":36.94,"ArxivClusteringS2S":29.03,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":28.16,"MedrxivClusteringP2P":30.23,"MedrxivClusteringS2S":27.01,"RedditClustering":48.04,"RedditClusteringP2P":53.53,"StackExchangeClustering":59.54,"StackExchangeClusteringP2P":30.48,"TwentyNewsgroupsClustering":38.68}
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{"index":301,"Rank":161,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.52,"ArxivClusteringP2P":41.49,"ArxivClusteringS2S":28.47,"BiorxivClusteringP2P":36.86,"BiorxivClusteringS2S":27.55,"MedrxivClusteringP2P":31.09,"MedrxivClusteringS2S":26.5,"RedditClustering":42.47,"RedditClusteringP2P":58.1,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":30.43,"TwentyNewsgroupsClustering":36.26}
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{"index":176,"Rank":163,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.22,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.84,"BiorxivClusteringS2S":27.35,"MedrxivClusteringP2P":30.72,"MedrxivClusteringS2S":27.0,"RedditClustering":40.12,"RedditClusteringP2P":59.49,"StackExchangeClustering":53.32,"StackExchangeClusteringP2P":31.87,"TwentyNewsgroupsClustering":33.67}
{"index":185,"Rank":164,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":37.15,"ArxivClusteringP2P":40.51,"ArxivClusteringS2S":31.58,"BiorxivClusteringP2P":33.56,"BiorxivClusteringS2S":28.44,"MedrxivClusteringP2P":30.12,"MedrxivClusteringS2S":25.26,"RedditClustering":45.05,"RedditClusteringP2P":55.14,"StackExchangeClustering":45.24,"StackExchangeClusteringP2P":33.37,"TwentyNewsgroupsClustering":40.42}
{"index":253,"Rank":165,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.14,"ArxivClusteringP2P":38.33,"ArxivClusteringS2S":31.55,"BiorxivClusteringP2P":33.49,"BiorxivClusteringS2S":29.44,"MedrxivClusteringP2P":31.52,"MedrxivClusteringS2S":30.87,"RedditClustering":42.02,"RedditClusteringP2P":50.73,"StackExchangeClustering":49.6,"StackExchangeClusteringP2P":31.69,"TwentyNewsgroupsClustering":39.28}
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{"index":181,"Rank":167,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.89,"ArxivClusteringP2P":40.27,"ArxivClusteringS2S":32.0,"BiorxivClusteringP2P":33.27,"BiorxivClusteringS2S":28.65,"MedrxivClusteringP2P":27.85,"MedrxivClusteringS2S":27.71,"RedditClustering":41.34,"RedditClusteringP2P":51.2,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.88}
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{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.04,"ArxivClusteringP2P":38.31,"ArxivClusteringS2S":27.56,"BiorxivClusteringP2P":33.35,"BiorxivClusteringS2S":24.18,"MedrxivClusteringP2P":28.35,"MedrxivClusteringS2S":23.71,"RedditClustering":22.47,"RedditClusteringP2P":39.66,"StackExchangeClustering":32.9,"StackExchangeClusteringP2P":26.0,"TwentyNewsgroupsClustering":22.9}
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{"index":244,"Rank":194,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":27.73,"ArxivClusteringP2P":32.56,"ArxivClusteringS2S":23.14,"BiorxivClusteringP2P":29.27,"BiorxivClusteringS2S":19.18,"MedrxivClusteringP2P":26.12,"MedrxivClusteringS2S":20.38,"RedditClustering":28.46,"RedditClusteringP2P":35.82,"StackExchangeClustering":35.8,"StackExchangeClusteringP2P":28.51,"TwentyNewsgroupsClustering":25.83}
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{"index":156,"Rank":196,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":26.2,"ArxivClusteringP2P":26.81,"ArxivClusteringS2S":24.35,"BiorxivClusteringP2P":20.62,"BiorxivClusteringS2S":19.08,"MedrxivClusteringP2P":19.06,"MedrxivClusteringS2S":19.8,"RedditClustering":28.52,"RedditClusteringP2P":38.63,"StackExchangeClustering":46.33,"StackExchangeClusteringP2P":20.57,"TwentyNewsgroupsClustering":24.41}
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{"index":269,"Rank":198,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.0,"ArxivClusteringP2P":14.79,"ArxivClusteringS2S":12.25,"BiorxivClusteringP2P":13.94,"BiorxivClusteringS2S":9.79,"MedrxivClusteringP2P":15.7,"MedrxivClusteringS2S":14.89,"RedditClustering":18.38,"RedditClusteringP2P":27.1,"StackExchangeClustering":23.66,"StackExchangeClusteringP2P":27.34,"TwentyNewsgroupsClustering":20.17}
{"index":11,"Rank":199,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":15.28,"ArxivClusteringP2P":17.77,"ArxivClusteringS2S":12.39,"BiorxivClusteringP2P":12.4,"BiorxivClusteringS2S":8.83,"MedrxivClusteringP2P":17.91,"MedrxivClusteringS2S":16.63,"RedditClustering":9.96,"RedditClusteringP2P":26.42,"StackExchangeClustering":15.79,"StackExchangeClusteringP2P":18.63,"TwentyNewsgroupsClustering":11.38}
{"index":279,"Rank":200,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.41,"ArxivClusteringP2P":0.44,"ArxivClusteringS2S":0.37,"BiorxivClusteringP2P":0.36,"BiorxivClusteringS2S":0.31,"MedrxivClusteringP2P":0.32,"MedrxivClusteringS2S":0.29,"RedditClustering":0.5,"RedditClusteringP2P":0.55,"StackExchangeClustering":0.58,"StackExchangeClusteringP2P":0.3,"TwentyNewsgroupsClustering":0.46}
{"index":42,"Rank":217,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
{"index":82,"Rank":231,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
{"index":83,"Rank":232,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
{"index":105,"Rank":242,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":30.15,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":24.29,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":23.01,"RedditClustering":21.29,"RedditClusteringP2P":"","StackExchangeClustering":35.55,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":18.35}
{"index":106,"Rank":243,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":31.38,"MedrxivClusteringS2S":30.28,"RedditClustering":"","RedditClusteringP2P":50.51,"StackExchangeClustering":51.79,"StackExchangeClusteringP2P":30.15,"TwentyNewsgroupsClustering":41.38}
{"index":135,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
{"index":246,"Rank":288,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
{"index":296,"Rank":303,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
{"index":297,"Rank":304,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
{"index":302,"Rank":308,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
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