diff --git "a/boards_data/en/data_tasks/Clustering/default.jsonl" "b/boards_data/en/data_tasks/Clustering/default.jsonl" --- "a/boards_data/en/data_tasks/Clustering/default.jsonl" +++ "b/boards_data/en/data_tasks/Clustering/default.jsonl" @@ -1,288 +1,279 @@ -{"index":224,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.46,"ArxivClusteringP2P":55.8,"ArxivClusteringS2S":51.26,"BiorxivClusteringP2P":54.09,"BiorxivClusteringS2S":49.6,"MedrxivClusteringP2P":46.09,"MedrxivClusteringS2S":44.86,"RedditClustering":71.1,"RedditClusteringP2P":74.94,"StackExchangeClustering":82.1,"StackExchangeClusteringP2P":48.36,"TwentyNewsgroupsClustering":64.82} +{"index":221,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.46,"ArxivClusteringP2P":55.8,"ArxivClusteringS2S":51.26,"BiorxivClusteringP2P":54.09,"BiorxivClusteringS2S":49.6,"MedrxivClusteringP2P":46.09,"MedrxivClusteringS2S":44.86,"RedditClustering":71.1,"RedditClusteringP2P":74.94,"StackExchangeClustering":82.1,"StackExchangeClusteringP2P":48.36,"TwentyNewsgroupsClustering":64.82} {"index":22,"Rank":2,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":57.89,"ArxivClusteringP2P":54.44,"ArxivClusteringS2S":49.33,"BiorxivClusteringP2P":53.05,"BiorxivClusteringS2S":48.38,"MedrxivClusteringP2P":45.86,"MedrxivClusteringS2S":44.33,"RedditClustering":72.33,"RedditClusteringP2P":72.72,"StackExchangeClustering":81.32,"StackExchangeClusteringP2P":46.05,"TwentyNewsgroupsClustering":68.98} -{"index":153,"Rank":3,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":57.69,"ArxivClusteringP2P":55.44,"ArxivClusteringS2S":50.66,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":46.87,"MedrxivClusteringP2P":46.87,"MedrxivClusteringS2S":44.65,"RedditClustering":72.86,"RedditClusteringP2P":75.27,"StackExchangeClustering":80.29,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":61.43} +{"index":150,"Rank":3,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":57.69,"ArxivClusteringP2P":55.44,"ArxivClusteringS2S":50.66,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":46.87,"MedrxivClusteringP2P":46.87,"MedrxivClusteringS2S":44.65,"RedditClustering":72.86,"RedditClusteringP2P":75.27,"StackExchangeClustering":80.29,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":61.43} {"index":17,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91} -{"index":154,"Rank":5,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":56.7,"ArxivClusteringP2P":55.16,"ArxivClusteringS2S":49.82,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":45.81,"MedrxivClusteringP2P":46.32,"MedrxivClusteringS2S":44.29,"RedditClustering":71.19,"RedditClusteringP2P":74.42,"StackExchangeClustering":78.49,"StackExchangeClusteringP2P":48.9,"TwentyNewsgroupsClustering":58.57} -{"index":103,"Rank":6,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.17,"ArxivClusteringP2P":54.02,"ArxivClusteringS2S":48.82,"BiorxivClusteringP2P":50.76,"BiorxivClusteringS2S":46.57,"MedrxivClusteringP2P":46.66,"MedrxivClusteringS2S":44.18,"RedditClustering":62.92,"RedditClusteringP2P":72.74,"StackExchangeClustering":76.48,"StackExchangeClusteringP2P":48.29,"TwentyNewsgroupsClustering":66.42} +{"index":151,"Rank":5,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":56.7,"ArxivClusteringP2P":55.16,"ArxivClusteringS2S":49.82,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":45.81,"MedrxivClusteringP2P":46.32,"MedrxivClusteringS2S":44.29,"RedditClustering":71.19,"RedditClusteringP2P":74.42,"StackExchangeClustering":78.49,"StackExchangeClusteringP2P":48.9,"TwentyNewsgroupsClustering":58.57} +{"index":102,"Rank":6,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.17,"ArxivClusteringP2P":54.02,"ArxivClusteringS2S":48.82,"BiorxivClusteringP2P":50.76,"BiorxivClusteringS2S":46.57,"MedrxivClusteringP2P":46.66,"MedrxivClusteringS2S":44.18,"RedditClustering":62.92,"RedditClusteringP2P":72.74,"StackExchangeClustering":76.48,"StackExchangeClusteringP2P":48.29,"TwentyNewsgroupsClustering":66.42} {"index":15,"Rank":7,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":55.83,"ArxivClusteringP2P":56.4,"ArxivClusteringS2S":51.45,"BiorxivClusteringP2P":49.01,"BiorxivClusteringS2S":45.06,"MedrxivClusteringP2P":44.37,"MedrxivClusteringS2S":42.0,"RedditClustering":73.37,"RedditClusteringP2P":72.51,"StackExchangeClustering":79.07,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":51.31} {"index":25,"Rank":8,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":54.65,"ArxivClusteringP2P":54.91,"ArxivClusteringS2S":50.28,"BiorxivClusteringP2P":52.64,"BiorxivClusteringS2S":49.2,"MedrxivClusteringP2P":45.81,"MedrxivClusteringS2S":44.11,"RedditClustering":56.03,"RedditClusteringP2P":65.83,"StackExchangeClustering":66.21,"StackExchangeClusteringP2P":45.74,"TwentyNewsgroupsClustering":70.44} {"index":6,"Rank":9,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":53.35,"ArxivClusteringP2P":51.81,"ArxivClusteringS2S":44.73,"BiorxivClusteringP2P":46.07,"BiorxivClusteringS2S":40.64,"MedrxivClusteringP2P":42.94,"MedrxivClusteringS2S":41.44,"RedditClustering":68.5,"RedditClusteringP2P":64.86,"StackExchangeClustering":74.16,"StackExchangeClusteringP2P":45.1,"TwentyNewsgroupsClustering":66.62} -{"index":223,"Rank":10,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":52.8,"ArxivClusteringP2P":53.76,"ArxivClusteringS2S":49.59,"BiorxivClusteringP2P":48.15,"BiorxivClusteringS2S":44.74,"MedrxivClusteringP2P":39.24,"MedrxivClusteringS2S":36.98,"RedditClustering":63.2,"RedditClusteringP2P":68.01,"StackExchangeClustering":74.99,"StackExchangeClusteringP2P":42.04,"TwentyNewsgroupsClustering":60.13} +{"index":220,"Rank":10,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":52.8,"ArxivClusteringP2P":53.76,"ArxivClusteringS2S":49.59,"BiorxivClusteringP2P":48.15,"BiorxivClusteringS2S":44.74,"MedrxivClusteringP2P":39.24,"MedrxivClusteringS2S":36.98,"RedditClustering":63.2,"RedditClusteringP2P":68.01,"StackExchangeClustering":74.99,"StackExchangeClusteringP2P":42.04,"TwentyNewsgroupsClustering":60.13} {"index":9,"Rank":11,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":52.42,"ArxivClusteringP2P":51.95,"ArxivClusteringS2S":42.48,"BiorxivClusteringP2P":50.15,"BiorxivClusteringS2S":42.84,"MedrxivClusteringP2P":47.24,"MedrxivClusteringS2S":43.48,"RedditClustering":63.73,"RedditClusteringP2P":64.09,"StackExchangeClustering":70.71,"StackExchangeClusteringP2P":40.34,"TwentyNewsgroupsClustering":59.56} -{"index":289,"Rank":12,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.89,"ArxivClusteringP2P":52.03,"ArxivClusteringS2S":47.83,"BiorxivClusteringP2P":43.74,"BiorxivClusteringS2S":40.74,"MedrxivClusteringP2P":38.38,"MedrxivClusteringS2S":37.67,"RedditClustering":61.88,"RedditClusteringP2P":68.3,"StackExchangeClustering":75.91,"StackExchangeClusteringP2P":47.17,"TwentyNewsgroupsClustering":57.15} -{"index":104,"Rank":13,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.67,"ArxivClusteringP2P":52.08,"ArxivClusteringS2S":47.38,"BiorxivClusteringP2P":43.94,"BiorxivClusteringS2S":41.14,"MedrxivClusteringP2P":40.03,"MedrxivClusteringS2S":39.0,"RedditClustering":59.9,"RedditClusteringP2P":67.64,"StackExchangeClustering":74.25,"StackExchangeClusteringP2P":46.78,"TwentyNewsgroupsClustering":56.27} -{"index":63,"Rank":14,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.42,"ArxivClusteringP2P":51.48,"ArxivClusteringS2S":47.3,"BiorxivClusteringP2P":42.73,"BiorxivClusteringS2S":39.58,"MedrxivClusteringP2P":37.84,"MedrxivClusteringS2S":36.65,"RedditClustering":61.52,"RedditClusteringP2P":68.24,"StackExchangeClustering":76.94,"StackExchangeClusteringP2P":46.04,"TwentyNewsgroupsClustering":57.3} +{"index":280,"Rank":12,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.89,"ArxivClusteringP2P":52.03,"ArxivClusteringS2S":47.83,"BiorxivClusteringP2P":43.74,"BiorxivClusteringS2S":40.74,"MedrxivClusteringP2P":38.38,"MedrxivClusteringS2S":37.67,"RedditClustering":61.88,"RedditClusteringP2P":68.3,"StackExchangeClustering":75.91,"StackExchangeClusteringP2P":47.17,"TwentyNewsgroupsClustering":57.15} +{"index":103,"Rank":13,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.67,"ArxivClusteringP2P":52.08,"ArxivClusteringS2S":47.38,"BiorxivClusteringP2P":43.94,"BiorxivClusteringS2S":41.14,"MedrxivClusteringP2P":40.03,"MedrxivClusteringS2S":39.0,"RedditClustering":59.9,"RedditClusteringP2P":67.64,"StackExchangeClustering":74.25,"StackExchangeClusteringP2P":46.78,"TwentyNewsgroupsClustering":56.27} +{"index":61,"Rank":14,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":51.42,"ArxivClusteringP2P":51.48,"ArxivClusteringS2S":47.3,"BiorxivClusteringP2P":42.73,"BiorxivClusteringS2S":39.58,"MedrxivClusteringP2P":37.84,"MedrxivClusteringS2S":36.65,"RedditClustering":61.52,"RedditClusteringP2P":68.24,"StackExchangeClustering":76.94,"StackExchangeClusteringP2P":46.04,"TwentyNewsgroupsClustering":57.3} {"index":45,"Rank":15,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":50.61,"ArxivClusteringP2P":51.67,"ArxivClusteringS2S":48.11,"BiorxivClusteringP2P":40.87,"BiorxivClusteringS2S":39.8,"MedrxivClusteringP2P":36.52,"MedrxivClusteringS2S":36.8,"RedditClustering":61.3,"RedditClusteringP2P":67.26,"StackExchangeClustering":77.33,"StackExchangeClusteringP2P":41.33,"TwentyNewsgroupsClustering":55.7} -{"index":171,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31} +{"index":168,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31} {"index":46,"Rank":17,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16} -{"index":303,"Rank":18,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14} +{"index":294,"Rank":18,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14} {"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58} -{"index":194,"Rank":20,"Model":"cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.4,"ArxivClusteringP2P":48.55,"ArxivClusteringS2S":40.59,"BiorxivClusteringP2P":44.78,"BiorxivClusteringS2S":38.16,"MedrxivClusteringP2P":37.5,"MedrxivClusteringS2S":35.73,"RedditClustering":59.36,"RedditClusteringP2P":64.68,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":38.98,"TwentyNewsgroupsClustering":57.42} +{"index":191,"Rank":20,"Model":"cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":48.4,"ArxivClusteringP2P":48.55,"ArxivClusteringS2S":40.59,"BiorxivClusteringP2P":44.78,"BiorxivClusteringS2S":38.16,"MedrxivClusteringP2P":37.5,"MedrxivClusteringS2S":35.73,"RedditClustering":59.36,"RedditClusteringP2P":64.68,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":38.98,"TwentyNewsgroupsClustering":57.42} {"index":19,"Rank":21,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"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":22,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":228,"Rank":22,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} {"index":1,"Rank":23,"Model":"text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":47.48,"ArxivClusteringP2P":46.27,"ArxivClusteringS2S":38.36,"BiorxivClusteringP2P":37.87,"BiorxivClusteringS2S":35.67,"MedrxivClusteringP2P":33.11,"MedrxivClusteringS2S":31.54,"RedditClustering":65.81,"RedditClusteringP2P":66.62,"StackExchangeClustering":74.52,"StackExchangeClusteringP2P":37.63,"TwentyNewsgroupsClustering":54.87} {"index":32,"Rank":24,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":25,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"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":176,"Rank":26,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":47.07,"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":51.03} -{"index":58,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.93,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.05,"BiorxivClusteringP2P":39.74,"BiorxivClusteringS2S":36.57,"MedrxivClusteringP2P":33.71,"MedrxivClusteringS2S":31.81,"RedditClustering":61.38,"RedditClusteringP2P":65.29,"StackExchangeClustering":66.6,"StackExchangeClusteringP2P":36.32,"TwentyNewsgroupsClustering":52.69} -{"index":267,"Rank":28,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.84,"ArxivClusteringP2P":48.62,"ArxivClusteringS2S":43.36,"BiorxivClusteringP2P":39.11,"BiorxivClusteringS2S":36.85,"MedrxivClusteringP2P":33.39,"MedrxivClusteringS2S":31.76,"RedditClustering":60.83,"RedditClusteringP2P":64.24,"StackExchangeClustering":67.64,"StackExchangeClusteringP2P":36.57,"TwentyNewsgroupsClustering":52.82} -{"index":18,"Rank":29,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.82,"ArxivClusteringP2P":47.51,"ArxivClusteringS2S":42.05,"BiorxivClusteringP2P":40.32,"BiorxivClusteringS2S":37.55,"MedrxivClusteringP2P":34.6,"MedrxivClusteringS2S":32.27,"RedditClustering":58.61,"RedditClusteringP2P":66.87,"StackExchangeClustering":68.93,"StackExchangeClusteringP2P":37.6,"TwentyNewsgroupsClustering":48.75} -{"index":117,"Rank":30,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.73,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.09,"BiorxivClusteringP2P":39.38,"BiorxivClusteringS2S":37.23,"MedrxivClusteringP2P":33.22,"MedrxivClusteringS2S":31.18,"RedditClustering":60.52,"RedditClusteringP2P":65.35,"StackExchangeClustering":66.54,"StackExchangeClusteringP2P":36.72,"TwentyNewsgroupsClustering":51.72} -{"index":151,"Rank":31,"Model":"mxbai-embed-large-v1-Q6_K-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":206,"Rank":32,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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} -{"index":304,"Rank":33,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81} -{"index":184,"Rank":34,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.61,"ArxivClusteringP2P":48.73,"ArxivClusteringS2S":42.87,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":37.24,"MedrxivClusteringP2P":34.31,"MedrxivClusteringS2S":32.18,"RedditClustering":59.43,"RedditClusteringP2P":64.54,"StackExchangeClustering":65.08,"StackExchangeClusteringP2P":35.52,"TwentyNewsgroupsClustering":53.12} +{"index":91,"Rank":26,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"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":173,"Rank":27,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":47.07,"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":51.03} +{"index":56,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.93,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.05,"BiorxivClusteringP2P":39.74,"BiorxivClusteringS2S":36.57,"MedrxivClusteringP2P":33.71,"MedrxivClusteringS2S":31.81,"RedditClustering":61.38,"RedditClusteringP2P":65.29,"StackExchangeClustering":66.6,"StackExchangeClusteringP2P":36.32,"TwentyNewsgroupsClustering":52.69} +{"index":264,"Rank":29,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.84,"ArxivClusteringP2P":48.62,"ArxivClusteringS2S":43.36,"BiorxivClusteringP2P":39.11,"BiorxivClusteringS2S":36.85,"MedrxivClusteringP2P":33.39,"MedrxivClusteringS2S":31.76,"RedditClustering":60.83,"RedditClusteringP2P":64.24,"StackExchangeClustering":67.64,"StackExchangeClusteringP2P":36.57,"TwentyNewsgroupsClustering":52.82} +{"index":18,"Rank":30,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.82,"ArxivClusteringP2P":47.51,"ArxivClusteringS2S":42.05,"BiorxivClusteringP2P":40.32,"BiorxivClusteringS2S":37.55,"MedrxivClusteringP2P":34.6,"MedrxivClusteringS2S":32.27,"RedditClustering":58.61,"RedditClusteringP2P":66.87,"StackExchangeClustering":68.93,"StackExchangeClusteringP2P":37.6,"TwentyNewsgroupsClustering":48.75} +{"index":116,"Rank":31,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.73,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.09,"BiorxivClusteringP2P":39.38,"BiorxivClusteringS2S":37.23,"MedrxivClusteringP2P":33.22,"MedrxivClusteringS2S":31.18,"RedditClustering":60.52,"RedditClusteringP2P":65.35,"StackExchangeClustering":66.54,"StackExchangeClusteringP2P":36.72,"TwentyNewsgroupsClustering":51.72} +{"index":203,"Rank":32,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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} +{"index":295,"Rank":33,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81} +{"index":181,"Rank":34,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.61,"ArxivClusteringP2P":48.73,"ArxivClusteringS2S":42.87,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":37.24,"MedrxivClusteringP2P":34.31,"MedrxivClusteringS2S":32.18,"RedditClustering":59.43,"RedditClusteringP2P":64.54,"StackExchangeClustering":65.08,"StackExchangeClusteringP2P":35.52,"TwentyNewsgroupsClustering":53.12} {"index":34,"Rank":35,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"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} -{"index":131,"Rank":36,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.55,"ArxivClusteringP2P":48.5,"ArxivClusteringS2S":42.58,"BiorxivClusteringP2P":39.34,"BiorxivClusteringS2S":36.18,"MedrxivClusteringP2P":34.48,"MedrxivClusteringS2S":32.26,"RedditClustering":60.62,"RedditClusteringP2P":63.29,"StackExchangeClustering":66.47,"StackExchangeClusteringP2P":36.4,"TwentyNewsgroupsClustering":51.91} -{"index":279,"Rank":37,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.46,"ArxivClusteringP2P":48.66,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.81,"BiorxivClusteringS2S":36.63,"MedrxivClusteringP2P":33.63,"MedrxivClusteringS2S":31.7,"RedditClustering":59.77,"RedditClusteringP2P":63.79,"StackExchangeClustering":66.31,"StackExchangeClusteringP2P":34.99,"TwentyNewsgroupsClustering":52.98} -{"index":70,"Rank":38,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":46.45,"ArxivClusteringP2P":44.27,"ArxivClusteringS2S":46.85,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":30.71,"MedrxivClusteringS2S":32.96,"RedditClustering":61.72,"RedditClusteringP2P":63.98,"StackExchangeClustering":72.74,"StackExchangeClusteringP2P":32.26,"TwentyNewsgroupsClustering":56.41} -{"index":193,"Rank":39,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":46.32,"ArxivClusteringP2P":47.02,"ArxivClusteringS2S":43.52,"BiorxivClusteringP2P":35.53,"BiorxivClusteringS2S":35.34,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":29.67,"RedditClustering":61.77,"RedditClusteringP2P":66.01,"StackExchangeClustering":72.04,"StackExchangeClusteringP2P":35.29,"TwentyNewsgroupsClustering":53.04} -{"index":302,"Rank":40,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24} -{"index":129,"Rank":41,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.21,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.74,"BiorxivClusteringP2P":39.04,"BiorxivClusteringS2S":36.67,"MedrxivClusteringP2P":33.92,"MedrxivClusteringS2S":32.25,"RedditClustering":59.11,"RedditClusteringP2P":62.44,"StackExchangeClustering":66.14,"StackExchangeClusteringP2P":35.59,"TwentyNewsgroupsClustering":52.16} -{"index":266,"Rank":42,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.2,"ArxivClusteringP2P":48.6,"ArxivClusteringS2S":43.01,"BiorxivClusteringP2P":38.2,"BiorxivClusteringS2S":36.59,"MedrxivClusteringP2P":33.17,"MedrxivClusteringS2S":31.77,"RedditClustering":59.33,"RedditClusteringP2P":62.59,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":36.0,"TwentyNewsgroupsClustering":52.31} -{"index":233,"Rank":43,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27} -{"index":232,"Rank":44,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27} +{"index":129,"Rank":36,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.55,"ArxivClusteringP2P":48.5,"ArxivClusteringS2S":42.58,"BiorxivClusteringP2P":39.34,"BiorxivClusteringS2S":36.18,"MedrxivClusteringP2P":34.48,"MedrxivClusteringS2S":32.26,"RedditClustering":60.62,"RedditClusteringP2P":63.29,"StackExchangeClustering":66.47,"StackExchangeClusteringP2P":36.4,"TwentyNewsgroupsClustering":51.91} +{"index":271,"Rank":37,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.46,"ArxivClusteringP2P":48.66,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.81,"BiorxivClusteringS2S":36.63,"MedrxivClusteringP2P":33.63,"MedrxivClusteringS2S":31.7,"RedditClustering":59.77,"RedditClusteringP2P":63.79,"StackExchangeClustering":66.31,"StackExchangeClusteringP2P":34.99,"TwentyNewsgroupsClustering":52.98} +{"index":68,"Rank":38,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":46.45,"ArxivClusteringP2P":44.27,"ArxivClusteringS2S":46.85,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":30.71,"MedrxivClusteringS2S":32.96,"RedditClustering":61.72,"RedditClusteringP2P":63.98,"StackExchangeClustering":72.74,"StackExchangeClusteringP2P":32.26,"TwentyNewsgroupsClustering":56.41} +{"index":190,"Rank":39,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":46.32,"ArxivClusteringP2P":47.02,"ArxivClusteringS2S":43.52,"BiorxivClusteringP2P":35.53,"BiorxivClusteringS2S":35.34,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":29.67,"RedditClustering":61.77,"RedditClusteringP2P":66.01,"StackExchangeClustering":72.04,"StackExchangeClusteringP2P":35.29,"TwentyNewsgroupsClustering":53.04} +{"index":293,"Rank":40,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24} +{"index":127,"Rank":41,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.21,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.74,"BiorxivClusteringP2P":39.04,"BiorxivClusteringS2S":36.67,"MedrxivClusteringP2P":33.92,"MedrxivClusteringS2S":32.25,"RedditClustering":59.11,"RedditClusteringP2P":62.44,"StackExchangeClustering":66.14,"StackExchangeClusteringP2P":35.59,"TwentyNewsgroupsClustering":52.16} +{"index":263,"Rank":42,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.2,"ArxivClusteringP2P":48.6,"ArxivClusteringS2S":43.01,"BiorxivClusteringP2P":38.2,"BiorxivClusteringS2S":36.59,"MedrxivClusteringP2P":33.17,"MedrxivClusteringS2S":31.77,"RedditClustering":59.33,"RedditClusteringP2P":62.59,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":36.0,"TwentyNewsgroupsClustering":52.31} +{"index":230,"Rank":43,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27} +{"index":229,"Rank":44,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27} {"index":23,"Rank":45,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27} -{"index":205,"Rank":46,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.07,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.34,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":36.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.22,"RedditClustering":57.93,"RedditClusteringP2P":62.47,"StackExchangeClustering":66.41,"StackExchangeClusteringP2P":35.32,"TwentyNewsgroupsClustering":51.48} -{"index":301,"Rank":47,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56} +{"index":202,"Rank":46,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":46.07,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.34,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":36.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.22,"RedditClustering":57.93,"RedditClusteringP2P":62.47,"StackExchangeClustering":66.41,"StackExchangeClusteringP2P":35.32,"TwentyNewsgroupsClustering":51.48} +{"index":292,"Rank":47,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56} {"index":21,"Rank":48,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.81,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.44,"BiorxivClusteringS2S":36.62,"MedrxivClusteringP2P":33.21,"MedrxivClusteringS2S":31.68,"RedditClustering":56.61,"RedditClusteringP2P":62.66,"StackExchangeClustering":66.11,"StackExchangeClusteringP2P":35.24,"TwentyNewsgroupsClustering":50.75} -{"index":134,"Rank":49,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47} -{"index":105,"Rank":50,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41} -{"index":198,"Rank":51,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41} -{"index":72,"Rank":52,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":45.54,"ArxivClusteringP2P":42.81,"ArxivClusteringS2S":44.24,"BiorxivClusteringP2P":34.27,"BiorxivClusteringS2S":35.53,"MedrxivClusteringP2P":31.07,"MedrxivClusteringS2S":31.27,"RedditClustering":60.24,"RedditClusteringP2P":64.12,"StackExchangeClustering":70.73,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":52.18} -{"index":164,"Rank":53,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.29,"ArxivClusteringP2P":43.16,"ArxivClusteringS2S":32.56,"BiorxivClusteringP2P":37.62,"BiorxivClusteringS2S":31.33,"MedrxivClusteringP2P":34.22,"MedrxivClusteringS2S":32.0,"RedditClustering":63.65,"RedditClusteringP2P":64.63,"StackExchangeClustering":68.78,"StackExchangeClusteringP2P":36.15,"TwentyNewsgroupsClustering":54.13} -{"index":68,"Rank":54,"Model":"LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":45.24,"ArxivClusteringP2P":43.14,"ArxivClusteringS2S":42.38,"BiorxivClusteringP2P":35.88,"BiorxivClusteringS2S":34.81,"MedrxivClusteringP2P":32.23,"MedrxivClusteringS2S":31.37,"RedditClustering":61.1,"RedditClusteringP2P":64.52,"StackExchangeClustering":67.98,"StackExchangeClusteringP2P":33.2,"TwentyNewsgroupsClustering":51.04} -{"index":119,"Rank":55,"Model":"kalm-embedding-multilingual-mini<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.22,"ArxivClusteringP2P":47.38,"ArxivClusteringS2S":38.89,"BiorxivClusteringP2P":39.44,"BiorxivClusteringS2S":33.32,"MedrxivClusteringP2P":34.19,"MedrxivClusteringS2S":32.3,"RedditClustering":56.68,"RedditClusteringP2P":64.65,"StackExchangeClustering":66.98,"StackExchangeClusteringP2P":34.35,"TwentyNewsgroupsClustering":49.19} -{"index":192,"Rank":56,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":45.21,"ArxivClusteringP2P":46.66,"ArxivClusteringS2S":39.27,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.42,"RedditClustering":55.4,"RedditClusteringP2P":62.87,"StackExchangeClustering":65.66,"StackExchangeClusteringP2P":35.08,"TwentyNewsgroupsClustering":52.49} +{"index":132,"Rank":49,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47} +{"index":104,"Rank":50,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41} +{"index":195,"Rank":51,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41} +{"index":70,"Rank":52,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":45.54,"ArxivClusteringP2P":42.81,"ArxivClusteringS2S":44.24,"BiorxivClusteringP2P":34.27,"BiorxivClusteringS2S":35.53,"MedrxivClusteringP2P":31.07,"MedrxivClusteringS2S":31.27,"RedditClustering":60.24,"RedditClusteringP2P":64.12,"StackExchangeClustering":70.73,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":52.18} +{"index":161,"Rank":53,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":45.29,"ArxivClusteringP2P":43.16,"ArxivClusteringS2S":32.56,"BiorxivClusteringP2P":37.62,"BiorxivClusteringS2S":31.33,"MedrxivClusteringP2P":34.22,"MedrxivClusteringS2S":32.0,"RedditClustering":63.65,"RedditClusteringP2P":64.63,"StackExchangeClustering":68.78,"StackExchangeClusteringP2P":36.15,"TwentyNewsgroupsClustering":54.13} +{"index":66,"Rank":54,"Model":"LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":45.24,"ArxivClusteringP2P":43.14,"ArxivClusteringS2S":42.38,"BiorxivClusteringP2P":35.88,"BiorxivClusteringS2S":34.81,"MedrxivClusteringP2P":32.23,"MedrxivClusteringS2S":31.37,"RedditClustering":61.1,"RedditClusteringP2P":64.52,"StackExchangeClustering":67.98,"StackExchangeClusteringP2P":33.2,"TwentyNewsgroupsClustering":51.04} +{"index":118,"Rank":55,"Model":"kalm-embedding-multilingual-mini<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":45.22,"ArxivClusteringP2P":47.38,"ArxivClusteringS2S":38.89,"BiorxivClusteringP2P":39.44,"BiorxivClusteringS2S":33.32,"MedrxivClusteringP2P":34.19,"MedrxivClusteringS2S":32.3,"RedditClustering":56.68,"RedditClusteringP2P":64.65,"StackExchangeClustering":66.98,"StackExchangeClusteringP2P":34.35,"TwentyNewsgroupsClustering":49.19} +{"index":189,"Rank":56,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":45.21,"ArxivClusteringP2P":46.66,"ArxivClusteringS2S":39.27,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.42,"RedditClustering":55.4,"RedditClusteringP2P":62.87,"StackExchangeClustering":65.66,"StackExchangeClusteringP2P":35.08,"TwentyNewsgroupsClustering":52.49} {"index":0,"Rank":57,"Model":"text-embedding-preview-0409-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average":45.07,"ArxivClusteringP2P":44.12,"ArxivClusteringS2S":36.54,"BiorxivClusteringP2P":36.28,"BiorxivClusteringS2S":33.09,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":30.84,"RedditClustering":62.24,"RedditClusteringP2P":63.7,"StackExchangeClustering":70.19,"StackExchangeClusteringP2P":36.1,"TwentyNewsgroupsClustering":50.6} -{"index":208,"Rank":58,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":133,"Rank":59,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.95,"ArxivClusteringP2P":47.78,"ArxivClusteringS2S":40.13,"BiorxivClusteringP2P":39.4,"BiorxivClusteringS2S":35.1,"MedrxivClusteringP2P":34.71,"MedrxivClusteringS2S":32.15,"RedditClustering":55.4,"RedditClusteringP2P":61.23,"StackExchangeClustering":62.05,"StackExchangeClusteringP2P":36.65,"TwentyNewsgroupsClustering":49.86} -{"index":166,"Rank":60,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.9,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":40.47,"BiorxivClusteringP2P":39.56,"BiorxivClusteringS2S":35.91,"MedrxivClusteringP2P":33.25,"MedrxivClusteringS2S":31.96,"RedditClustering":55.07,"RedditClusteringP2P":62.12,"StackExchangeClustering":64.47,"StackExchangeClusteringP2P":33.8,"TwentyNewsgroupsClustering":50.08} -{"index":268,"Rank":61,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.89,"ArxivClusteringP2P":47.9,"ArxivClusteringS2S":40.26,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":35.49,"MedrxivClusteringP2P":33.78,"MedrxivClusteringS2S":32.07,"RedditClustering":55.62,"RedditClusteringP2P":61.39,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":36.33,"TwentyNewsgroupsClustering":49.95} -{"index":132,"Rank":62,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.82,"ArxivClusteringP2P":47.62,"ArxivClusteringS2S":39.86,"BiorxivClusteringP2P":39.22,"BiorxivClusteringS2S":35.43,"MedrxivClusteringP2P":34.5,"MedrxivClusteringS2S":32.16,"RedditClustering":55.51,"RedditClusteringP2P":60.64,"StackExchangeClustering":61.91,"StackExchangeClusteringP2P":36.16,"TwentyNewsgroupsClustering":50.01} -{"index":165,"Rank":63,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.74,"ArxivClusteringP2P":42.45,"ArxivClusteringS2S":32.21,"BiorxivClusteringP2P":37.37,"BiorxivClusteringS2S":30.55,"MedrxivClusteringP2P":33.19,"MedrxivClusteringS2S":30.79,"RedditClustering":63.49,"RedditClusteringP2P":65.13,"StackExchangeClustering":68.44,"StackExchangeClusteringP2P":35.17,"TwentyNewsgroupsClustering":53.38} +{"index":205,"Rank":58,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":131,"Rank":59,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.95,"ArxivClusteringP2P":47.78,"ArxivClusteringS2S":40.13,"BiorxivClusteringP2P":39.4,"BiorxivClusteringS2S":35.1,"MedrxivClusteringP2P":34.71,"MedrxivClusteringS2S":32.15,"RedditClustering":55.4,"RedditClusteringP2P":61.23,"StackExchangeClustering":62.05,"StackExchangeClusteringP2P":36.65,"TwentyNewsgroupsClustering":49.86} +{"index":163,"Rank":60,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.9,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":40.47,"BiorxivClusteringP2P":39.56,"BiorxivClusteringS2S":35.91,"MedrxivClusteringP2P":33.25,"MedrxivClusteringS2S":31.96,"RedditClustering":55.07,"RedditClusteringP2P":62.12,"StackExchangeClustering":64.47,"StackExchangeClusteringP2P":33.8,"TwentyNewsgroupsClustering":50.08} +{"index":265,"Rank":61,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.89,"ArxivClusteringP2P":47.9,"ArxivClusteringS2S":40.26,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":35.49,"MedrxivClusteringP2P":33.78,"MedrxivClusteringS2S":32.07,"RedditClustering":55.62,"RedditClusteringP2P":61.39,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":36.33,"TwentyNewsgroupsClustering":49.95} +{"index":130,"Rank":62,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":44.82,"ArxivClusteringP2P":47.62,"ArxivClusteringS2S":39.86,"BiorxivClusteringP2P":39.22,"BiorxivClusteringS2S":35.43,"MedrxivClusteringP2P":34.5,"MedrxivClusteringS2S":32.16,"RedditClustering":55.51,"RedditClusteringP2P":60.64,"StackExchangeClustering":61.91,"StackExchangeClusteringP2P":36.16,"TwentyNewsgroupsClustering":50.01} +{"index":162,"Rank":63,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.74,"ArxivClusteringP2P":42.45,"ArxivClusteringS2S":32.21,"BiorxivClusteringP2P":37.37,"BiorxivClusteringS2S":30.55,"MedrxivClusteringP2P":33.19,"MedrxivClusteringS2S":30.79,"RedditClustering":63.49,"RedditClusteringP2P":65.13,"StackExchangeClustering":68.44,"StackExchangeClusteringP2P":35.17,"TwentyNewsgroupsClustering":53.38} {"index":31,"Rank":64,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":122,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":44.62,"ArxivClusteringP2P":46.18,"ArxivClusteringS2S":38.95,"BiorxivClusteringP2P":37.41,"BiorxivClusteringS2S":34.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.24,"RedditClustering":57.02,"RedditClusteringP2P":63.4,"StackExchangeClustering":63.53,"StackExchangeClusteringP2P":34.48,"TwentyNewsgroupsClustering":49.01} -{"index":60,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":44.62,"ArxivClusteringP2P":46.18,"ArxivClusteringS2S":38.95,"BiorxivClusteringP2P":37.41,"BiorxivClusteringS2S":34.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.24,"RedditClustering":57.02,"RedditClusteringP2P":63.4,"StackExchangeClustering":63.53,"StackExchangeClusteringP2P":34.48,"TwentyNewsgroupsClustering":49.01} -{"index":56,"Rank":67,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":44.49,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":37.36,"BiorxivClusteringS2S":34.85,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":30.38,"RedditClustering":55.83,"RedditClusteringP2P":63.38,"StackExchangeClustering":65.92,"StackExchangeClusteringP2P":33.67,"TwentyNewsgroupsClustering":49.6} +{"index":121,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":44.62,"ArxivClusteringP2P":46.18,"ArxivClusteringS2S":38.95,"BiorxivClusteringP2P":37.41,"BiorxivClusteringS2S":34.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.24,"RedditClustering":57.02,"RedditClusteringP2P":63.4,"StackExchangeClustering":63.53,"StackExchangeClusteringP2P":34.48,"TwentyNewsgroupsClustering":49.01} +{"index":58,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":44.62,"ArxivClusteringP2P":46.18,"ArxivClusteringS2S":38.95,"BiorxivClusteringP2P":37.41,"BiorxivClusteringS2S":34.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.24,"RedditClustering":57.02,"RedditClusteringP2P":63.4,"StackExchangeClustering":63.53,"StackExchangeClusteringP2P":34.48,"TwentyNewsgroupsClustering":49.01} +{"index":55,"Rank":67,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":44.49,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":37.36,"BiorxivClusteringS2S":34.85,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":30.38,"RedditClustering":55.83,"RedditClusteringP2P":63.38,"StackExchangeClustering":65.92,"StackExchangeClusteringP2P":33.67,"TwentyNewsgroupsClustering":49.6} {"index":20,"Rank":68,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":44.31,"ArxivClusteringP2P":46.02,"ArxivClusteringS2S":41.07,"BiorxivClusteringP2P":37.59,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":33.05,"MedrxivClusteringS2S":31.97,"RedditClustering":55.72,"RedditClusteringP2P":62.25,"StackExchangeClustering":63.42,"StackExchangeClusteringP2P":31.71,"TwentyNewsgroupsClustering":50.35} -{"index":170,"Rank":69,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.26,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":36.72,"BiorxivClusteringS2S":35.47,"MedrxivClusteringP2P":31.45,"MedrxivClusteringS2S":29.91,"RedditClustering":55.5,"RedditClusteringP2P":63.71,"StackExchangeClustering":65.23,"StackExchangeClusteringP2P":33.62,"TwentyNewsgroupsClustering":48.73} -{"index":168,"Rank":70,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.1,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.12,"BiorxivClusteringS2S":33.41,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":29.68,"RedditClustering":56.54,"RedditClusteringP2P":63.23,"StackExchangeClustering":64.6,"StackExchangeClusteringP2P":33.02,"TwentyNewsgroupsClustering":49.86} -{"index":120,"Rank":71,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":101,"Rank":72,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":291,"Rank":73,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":221,"Rank":74,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} -{"index":214,"Rank":75,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} +{"index":167,"Rank":69,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.26,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":36.72,"BiorxivClusteringS2S":35.47,"MedrxivClusteringP2P":31.45,"MedrxivClusteringS2S":29.91,"RedditClustering":55.5,"RedditClusteringP2P":63.71,"StackExchangeClustering":65.23,"StackExchangeClusteringP2P":33.62,"TwentyNewsgroupsClustering":48.73} +{"index":165,"Rank":70,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":44.1,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.12,"BiorxivClusteringS2S":33.41,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":29.68,"RedditClustering":56.54,"RedditClusteringP2P":63.23,"StackExchangeClustering":64.6,"StackExchangeClusteringP2P":33.02,"TwentyNewsgroupsClustering":49.86} +{"index":119,"Rank":71,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":100,"Rank":72,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":282,"Rank":73,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":218,"Rank":74,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} +{"index":211,"Rank":75,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} {"index":26,"Rank":76,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":43.82,"ArxivClusteringP2P":47.4,"ArxivClusteringS2S":40.02,"BiorxivClusteringP2P":38.47,"BiorxivClusteringS2S":34.72,"MedrxivClusteringP2P":33.06,"MedrxivClusteringS2S":30.86,"RedditClustering":52.32,"RedditClusteringP2P":60.64,"StackExchangeClustering":60.78,"StackExchangeClusteringP2P":35.27,"TwentyNewsgroupsClustering":48.52} -{"index":155,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16} -{"index":260,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93} -{"index":219,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36} -{"index":215,"Rank":80,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72} -{"index":244,"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74} -{"index":74,"Rank":82,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37} -{"index":197,"Rank":83,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":280,"Rank":84,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07} -{"index":169,"Rank":85,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81} -{"index":218,"Rank":86,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56} -{"index":196,"Rank":87,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13} -{"index":209,"Rank":88,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3} -{"index":212,"Rank":89,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09} -{"index":216,"Rank":90,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43} -{"index":252,"Rank":91,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44} -{"index":259,"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53} -{"index":217,"Rank":93,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"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} -{"index":167,"Rank":94,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58} -{"index":116,"Rank":95,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27} -{"index":59,"Rank":96,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"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} -{"index":71,"Rank":97,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01} +{"index":152,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16} +{"index":257,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93} +{"index":216,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36} +{"index":212,"Rank":80,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72} +{"index":241,"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74} +{"index":72,"Rank":82,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37} +{"index":194,"Rank":83,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":272,"Rank":84,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07} +{"index":166,"Rank":85,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81} +{"index":215,"Rank":86,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56} +{"index":193,"Rank":87,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13} +{"index":206,"Rank":88,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3} +{"index":209,"Rank":89,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09} +{"index":213,"Rank":90,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43} +{"index":249,"Rank":91,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44} +{"index":256,"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53} +{"index":214,"Rank":93,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"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} +{"index":164,"Rank":94,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58} +{"index":115,"Rank":95,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27} +{"index":57,"Rank":96,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"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} +{"index":69,"Rank":97,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01} {"index":33,"Rank":98,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"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":243,"Rank":99,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"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} -{"index":137,"Rank":100,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":41.91,"ArxivClusteringP2P":46.47,"ArxivClusteringS2S":37.67,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.69,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":46.49} -{"index":163,"Rank":101,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31} -{"index":109,"Rank":102,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":242,"Rank":103,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"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":189,"Rank":104,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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":282,"Rank":105,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":258,"Rank":106,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33} -{"index":250,"Rank":107,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64} -{"index":110,"Rank":108,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} -{"index":285,"Rank":109,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":251,"Rank":110,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15} -{"index":108,"Rank":111,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91} -{"index":175,"Rank":112,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4} -{"index":222,"Rank":113,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":57,"Rank":114,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":47,"Rank":115,"Model":"multilingual-e5-large-pooled<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"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":48,"Rank":116,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01} -{"index":112,"Rank":117,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28} -{"index":195,"Rank":118,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38} -{"index":69,"Rank":119,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76} -{"index":146,"Rank":120,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7} -{"index":183,"Rank":121,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"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} -{"index":181,"Rank":122,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29} -{"index":111,"Rank":123,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.71,"ArxivClusteringP2P":44.95,"ArxivClusteringS2S":34.12,"BiorxivClusteringP2P":35.27,"BiorxivClusteringS2S":28.41,"MedrxivClusteringP2P":31.14,"MedrxivClusteringS2S":27.01,"RedditClustering":51.86,"RedditClusteringP2P":61.81,"StackExchangeClustering":61.24,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":38.14} -{"index":126,"Rank":124,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.71,"ArxivClusteringP2P":44.95,"ArxivClusteringS2S":34.12,"BiorxivClusteringP2P":35.27,"BiorxivClusteringS2S":28.41,"MedrxivClusteringP2P":31.14,"MedrxivClusteringS2S":27.01,"RedditClustering":51.86,"RedditClusteringP2P":61.81,"StackExchangeClustering":61.24,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":38.14} -{"index":77,"Rank":125,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77} -{"index":73,"Rank":126,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26} -{"index":284,"Rank":127,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7} -{"index":127,"Rank":128,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12} -{"index":91,"Rank":129,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46} -{"index":220,"Rank":130,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61} -{"index":257,"Rank":131,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1} -{"index":191,"Rank":132,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"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":204,"Rank":133,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":173,"Rank":134,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13} -{"index":87,"Rank":135,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06} -{"index":90,"Rank":136,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89} -{"index":172,"Rank":137,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65} -{"index":174,"Rank":138,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55} -{"index":84,"Rank":139,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37} -{"index":130,"Rank":140,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"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":114,"Rank":141,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"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":190,"Rank":142,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"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":227,"Rank":143,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":115,"Rank":144,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"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":62,"Rank":145,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":180,"Rank":146,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"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":64,"Rank":147,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":188,"Rank":148,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"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":138,"Rank":149,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":135,"Rank":150,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"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":113,"Rank":151,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"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} -{"index":249,"Rank":152,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72} -{"index":256,"Rank":153,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"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":213,"Rank":154,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":128,"Rank":155,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"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":143,"Rank":156,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"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":276,"Rank":157,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":253,"Rank":158,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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} -{"index":76,"Rank":159,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44} -{"index":297,"Rank":160,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"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} -{"index":75,"Rank":161,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54} -{"index":177,"Rank":162,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":186,"Rank":163,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":255,"Rank":164,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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} -{"index":67,"Rank":165,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.08,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.75,"BiorxivClusteringS2S":27.05,"MedrxivClusteringP2P":30.9,"MedrxivClusteringS2S":27.26,"RedditClustering":39.13,"RedditClusteringP2P":58.98,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":32.07,"TwentyNewsgroupsClustering":33.22} -{"index":92,"Rank":166,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2} -{"index":182,"Rank":167,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"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} -{"index":81,"Rank":168,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79} -{"index":185,"Rank":169,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06} -{"index":88,"Rank":170,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13} -{"index":85,"Rank":171,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43} -{"index":275,"Rank":172,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23} -{"index":150,"Rank":173,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79} -{"index":278,"Rank":174,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93} -{"index":277,"Rank":175,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47} -{"index":245,"Rank":176,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22} -{"index":265,"Rank":177,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07} -{"index":228,"Rank":178,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86} -{"index":272,"Rank":179,"Model":"nmc-nignore15<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":33.24,"ArxivClusteringP2P":34.91,"ArxivClusteringS2S":24.41,"BiorxivClusteringP2P":32.21,"BiorxivClusteringS2S":23.52,"MedrxivClusteringP2P":29.5,"MedrxivClusteringS2S":25.33,"RedditClustering":39.42,"RedditClusteringP2P":47.05,"StackExchangeClustering":42.04,"StackExchangeClusteringP2P":29.74,"TwentyNewsgroupsClustering":37.54} -{"index":273,"Rank":180,"Model":"nmc-nignore30<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":33.21,"ArxivClusteringP2P":35.45,"ArxivClusteringS2S":24.27,"BiorxivClusteringP2P":32.43,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":29.53,"MedrxivClusteringS2S":26.07,"RedditClustering":39.19,"RedditClusteringP2P":47.01,"StackExchangeClustering":40.69,"StackExchangeClusteringP2P":29.69,"TwentyNewsgroupsClustering":37.4} -{"index":86,"Rank":181,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68} -{"index":80,"Rank":182,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69} -{"index":274,"Rank":183,"Model":"nmc-nignore50<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":32.56,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":24.39,"BiorxivClusteringP2P":32.12,"BiorxivClusteringS2S":23.27,"MedrxivClusteringP2P":29.67,"MedrxivClusteringS2S":25.87,"RedditClustering":36.77,"RedditClusteringP2P":46.78,"StackExchangeClustering":39.59,"StackExchangeClusteringP2P":29.72,"TwentyNewsgroupsClustering":34.53} -{"index":187,"Rank":184,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39} -{"index":305,"Rank":185,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82} -{"index":28,"Rank":186,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54} -{"index":89,"Rank":187,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24} -{"index":271,"Rank":188,"Model":"nmc-300-w75k-b10k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":30.65,"ArxivClusteringP2P":32.37,"ArxivClusteringS2S":22.61,"BiorxivClusteringP2P":30.51,"BiorxivClusteringS2S":21.01,"MedrxivClusteringP2P":27.4,"MedrxivClusteringS2S":24.3,"RedditClustering":34.9,"RedditClusteringP2P":43.16,"StackExchangeClustering":37.79,"StackExchangeClusteringP2P":29.17,"TwentyNewsgroupsClustering":33.96} -{"index":263,"Rank":189,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58} -{"index":78,"Rank":190,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23} -{"index":162,"Rank":191,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35} -{"index":270,"Rank":192,"Model":"nmc-300-w50k-b10k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":29.87,"ArxivClusteringP2P":31.72,"ArxivClusteringS2S":22.01,"BiorxivClusteringP2P":29.53,"BiorxivClusteringS2S":19.57,"MedrxivClusteringP2P":27.08,"MedrxivClusteringS2S":23.54,"RedditClustering":33.06,"RedditClusteringP2P":42.69,"StackExchangeClustering":36.47,"StackExchangeClusteringP2P":29.14,"TwentyNewsgroupsClustering":33.79} -{"index":241,"Rank":193,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28} -{"index":229,"Rank":194,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21} -{"index":79,"Rank":195,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09} -{"index":246,"Rank":196,"Model":"average_word_embeddings_glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","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} -{"index":247,"Rank":197,"Model":"average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42} -{"index":156,"Rank":198,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} -{"index":262,"Rank":199,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9} -{"index":269,"Rank":200,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":201,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","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":281,"Rank":202,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":2,"Rank":203,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":3,"Rank":204,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":4,"Rank":205,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":5,"Rank":206,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":7,"Rank":207,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":10,"Rank":208,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":13,"Rank":210,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":24,"Rank":212,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":27,"Rank":213,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":35,"Rank":216,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":36,"Rank":217,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":37,"Rank":218,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":38,"Rank":219,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":39,"Rank":220,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":40,"Rank":221,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":41,"Rank":222,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":42,"Rank":223,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":43,"Rank":224,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":44,"Rank":225,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":55,"Rank":232,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":61,"Rank":233,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":82,"Rank":236,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":83,"Rank":237,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":93,"Rank":238,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":94,"Rank":239,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":95,"Rank":240,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":96,"Rank":241,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":97,"Rank":242,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":98,"Rank":243,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":99,"Rank":244,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":100,"Rank":245,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":106,"Rank":247,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":107,"Rank":248,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":118,"Rank":249,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":121,"Rank":250,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":123,"Rank":251,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":124,"Rank":252,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":125,"Rank":253,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":136,"Rank":254,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":139,"Rank":255,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":140,"Rank":256,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":141,"Rank":257,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":142,"Rank":258,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":144,"Rank":259,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":145,"Rank":260,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":147,"Rank":261,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":148,"Rank":262,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":149,"Rank":263,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":152,"Rank":264,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":157,"Rank":265,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":158,"Rank":266,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":159,"Rank":267,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":160,"Rank":268,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":161,"Rank":269,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":178,"Rank":270,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":179,"Rank":271,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":199,"Rank":272,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":200,"Rank":273,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":201,"Rank":274,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":202,"Rank":275,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":203,"Rank":276,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":207,"Rank":277,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":225,"Rank":280,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":226,"Rank":281,"Model":"MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":230,"Rank":282,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":234,"Rank":283,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":235,"Rank":284,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":236,"Rank":285,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":237,"Rank":286,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":238,"Rank":287,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":239,"Rank":288,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":240,"Rank":289,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":248,"Rank":290,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":254,"Rank":291,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":261,"Rank":292,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":264,"Rank":293,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":283,"Rank":294,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":290,"Rank":298,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":292,"Rank":299,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92} -{"index":293,"Rank":300,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92} -{"index":294,"Rank":301,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":295,"Rank":302,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":296,"Rank":303,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} -{"index":298,"Rank":304,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01} -{"index":299,"Rank":305,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64} -{"index":300,"Rank":306,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33} +{"index":240,"Rank":99,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"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} +{"index":135,"Rank":100,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":41.91,"ArxivClusteringP2P":46.47,"ArxivClusteringS2S":37.67,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.69,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":46.49} +{"index":160,"Rank":101,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31} +{"index":108,"Rank":102,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":239,"Rank":103,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"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":186,"Rank":104,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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":274,"Rank":105,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":255,"Rank":106,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33} +{"index":247,"Rank":107,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64} +{"index":109,"Rank":108,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"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} +{"index":248,"Rank":109,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15} +{"index":107,"Rank":110,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91} +{"index":172,"Rank":111,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4} +{"index":219,"Rank":112,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":47,"Rank":113,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01} +{"index":111,"Rank":114,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28} +{"index":192,"Rank":115,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38} +{"index":67,"Rank":116,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76} +{"index":144,"Rank":117,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7} +{"index":180,"Rank":118,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"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} +{"index":178,"Rank":119,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29} +{"index":110,"Rank":120,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.71,"ArxivClusteringP2P":44.95,"ArxivClusteringS2S":34.12,"BiorxivClusteringP2P":35.27,"BiorxivClusteringS2S":28.41,"MedrxivClusteringP2P":31.14,"MedrxivClusteringS2S":27.01,"RedditClustering":51.86,"RedditClusteringP2P":61.81,"StackExchangeClustering":61.24,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":38.14} +{"index":75,"Rank":121,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77} +{"index":71,"Rank":122,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26} +{"index":276,"Rank":123,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7} +{"index":125,"Rank":124,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12} +{"index":89,"Rank":125,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46} +{"index":217,"Rank":126,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61} +{"index":254,"Rank":127,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1} +{"index":188,"Rank":128,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"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":201,"Rank":129,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":170,"Rank":130,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13} +{"index":85,"Rank":131,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06} +{"index":88,"Rank":132,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89} +{"index":169,"Rank":133,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65} +{"index":171,"Rank":134,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55} +{"index":82,"Rank":135,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37} +{"index":128,"Rank":136,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"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":137,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"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":187,"Rank":138,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"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":224,"Rank":139,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":140,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"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":60,"Rank":141,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":177,"Rank":142,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"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":136,"Rank":143,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":62,"Rank":144,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":185,"Rank":145,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"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":133,"Rank":146,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"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":147,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"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} +{"index":246,"Rank":148,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72} +{"index":253,"Rank":149,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"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":210,"Rank":150,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":151,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"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":141,"Rank":152,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"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":268,"Rank":153,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":250,"Rank":154,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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} +{"index":74,"Rank":155,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44} +{"index":288,"Rank":156,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"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} +{"index":73,"Rank":157,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54} +{"index":174,"Rank":158,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":183,"Rank":159,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":252,"Rank":160,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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} +{"index":65,"Rank":161,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.08,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.75,"BiorxivClusteringS2S":27.05,"MedrxivClusteringP2P":30.9,"MedrxivClusteringS2S":27.26,"RedditClustering":39.13,"RedditClusteringP2P":58.98,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":32.07,"TwentyNewsgroupsClustering":33.22} +{"index":90,"Rank":162,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2} +{"index":179,"Rank":163,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"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} +{"index":79,"Rank":164,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79} +{"index":182,"Rank":165,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06} +{"index":86,"Rank":166,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13} +{"index":83,"Rank":167,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43} +{"index":267,"Rank":168,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23} +{"index":148,"Rank":169,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79} +{"index":270,"Rank":170,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93} +{"index":269,"Rank":171,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47} +{"index":242,"Rank":172,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22} +{"index":262,"Rank":173,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07} +{"index":225,"Rank":174,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86} +{"index":84,"Rank":175,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68} +{"index":78,"Rank":176,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69} +{"index":184,"Rank":177,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39} +{"index":296,"Rank":178,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82} +{"index":28,"Rank":179,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54} +{"index":87,"Rank":180,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24} +{"index":260,"Rank":181,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58} +{"index":76,"Rank":182,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23} +{"index":159,"Rank":183,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35} +{"index":238,"Rank":184,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28} +{"index":226,"Rank":185,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21} +{"index":77,"Rank":186,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09} +{"index":243,"Rank":187,"Model":"average_word_embeddings_glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","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} +{"index":244,"Rank":188,"Model":"average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42} +{"index":153,"Rank":189,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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} +{"index":259,"Rank":190,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9} +{"index":266,"Rank":191,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"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":192,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","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":273,"Rank":193,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":2,"Rank":194,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":3,"Rank":195,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":4,"Rank":196,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":5,"Rank":197,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":7,"Rank":198,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":10,"Rank":199,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":13,"Rank":201,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":24,"Rank":203,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":27,"Rank":204,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":35,"Rank":207,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":36,"Rank":208,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":37,"Rank":209,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":38,"Rank":210,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":39,"Rank":211,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":40,"Rank":212,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":41,"Rank":213,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":42,"Rank":214,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":43,"Rank":215,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":44,"Rank":216,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":54,"Rank":223,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":59,"Rank":224,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":80,"Rank":227,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":81,"Rank":228,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":92,"Rank":229,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":93,"Rank":230,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":94,"Rank":231,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":95,"Rank":232,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":96,"Rank":233,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":97,"Rank":234,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":98,"Rank":235,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":99,"Rank":236,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":105,"Rank":238,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":239,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":117,"Rank":240,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":120,"Rank":241,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":122,"Rank":242,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":123,"Rank":243,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":124,"Rank":244,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":134,"Rank":245,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":137,"Rank":246,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":138,"Rank":247,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":139,"Rank":248,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":140,"Rank":249,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":142,"Rank":250,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":143,"Rank":251,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":145,"Rank":252,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":146,"Rank":253,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":147,"Rank":254,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":149,"Rank":255,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":154,"Rank":256,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":155,"Rank":257,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":156,"Rank":258,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":157,"Rank":259,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":158,"Rank":260,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":175,"Rank":261,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":176,"Rank":262,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":196,"Rank":263,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":197,"Rank":264,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":198,"Rank":265,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":199,"Rank":266,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":200,"Rank":267,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":204,"Rank":268,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":222,"Rank":271,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":223,"Rank":272,"Model":"MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":227,"Rank":273,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":231,"Rank":274,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":232,"Rank":275,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":233,"Rank":276,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":234,"Rank":277,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":235,"Rank":278,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":236,"Rank":279,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":237,"Rank":280,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":245,"Rank":281,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":251,"Rank":282,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":258,"Rank":283,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":261,"Rank":284,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":275,"Rank":285,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":281,"Rank":289,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":283,"Rank":290,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92} +{"index":284,"Rank":291,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92} +{"index":285,"Rank":292,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":286,"Rank":293,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":287,"Rank":294,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""} +{"index":289,"Rank":295,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01} +{"index":290,"Rank":296,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64} +{"index":291,"Rank":297,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}