{"index":35,"Rank":1,"Model":"FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":67.28,"GeoreviewClusteringP2P":78.25,"RuSciBenchGRNTIClusteringP2P":67.04,"RuSciBenchOECDClusteringP2P":56.56}
{"index":6,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":66.37,"GeoreviewClusteringP2P":78.32,"RuSciBenchGRNTIClusteringP2P":65.19,"RuSciBenchOECDClusteringP2P":55.6}
{"index":34,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.92,"GeoreviewClusteringP2P":77.21,"RuSciBenchGRNTIClusteringP2P":63.05,"RuSciBenchOECDClusteringP2P":54.49}
{"index":24,"Rank":4,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":64.3,"GeoreviewClusteringP2P":77.46,"RuSciBenchGRNTIClusteringP2P":61.57,"RuSciBenchOECDClusteringP2P":53.88}
{"index":61,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P":76.32,"RuSciBenchGRNTIClusteringP2P":62.27,"RuSciBenchOECDClusteringP2P":54.13}
{"index":5,"Rank":6,"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":63.77,"GeoreviewClusteringP2P":74.9,"RuSciBenchGRNTIClusteringP2P":62.53,"RuSciBenchOECDClusteringP2P":53.89}
{"index":65,"Rank":7,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.13,"GeoreviewClusteringP2P":74.34,"RuSciBenchGRNTIClusteringP2P":62.21,"RuSciBenchOECDClusteringP2P":52.83}
{"index":39,"Rank":8,"Model":"Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.79,"GeoreviewClusteringP2P":61.38,"RuSciBenchGRNTIClusteringP2P":67.3,"RuSciBenchOECDClusteringP2P":56.69}
{"index":20,"Rank":9,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
{"index":70,"Rank":10,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
{"index":95,"Rank":11,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":57.83,"GeoreviewClusteringP2P":72.6,"RuSciBenchGRNTIClusteringP2P":54.17,"RuSciBenchOECDClusteringP2P":46.73}
{"index":2,"Rank":12,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":57.57,"GeoreviewClusteringP2P":69.84,"RuSciBenchGRNTIClusteringP2P":55.65,"RuSciBenchOECDClusteringP2P":47.23}
{"index":19,"Rank":13,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":56.6,"GeoreviewClusteringP2P":64.4,"RuSciBenchGRNTIClusteringP2P":56.95,"RuSciBenchOECDClusteringP2P":48.45}
{"index":1,"Rank":14,"Model":"voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":56.29,"GeoreviewClusteringP2P":72.23,"RuSciBenchGRNTIClusteringP2P":52.22,"RuSciBenchOECDClusteringP2P":44.42}
{"index":36,"Rank":15,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":56.06,"GeoreviewClusteringP2P":65.42,"RuSciBenchGRNTIClusteringP2P":55.47,"RuSciBenchOECDClusteringP2P":47.29}
{"index":26,"Rank":16,"Model":"KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.94,"GeoreviewClusteringP2P":60.76,"RuSciBenchGRNTIClusteringP2P":58.12,"RuSciBenchOECDClusteringP2P":48.94}
{"index":3,"Rank":17,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":55.74,"GeoreviewClusteringP2P":71.94,"RuSciBenchGRNTIClusteringP2P":50.93,"RuSciBenchOECDClusteringP2P":44.34}
{"index":27,"Rank":18,"Model":"KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.67,"GeoreviewClusteringP2P":63.4,"RuSciBenchGRNTIClusteringP2P":55.66,"RuSciBenchOECDClusteringP2P":47.96}
{"index":25,"Rank":19,"Model":"KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.28,"GeoreviewClusteringP2P":60.28,"RuSciBenchGRNTIClusteringP2P":56.83,"RuSciBenchOECDClusteringP2P":48.73}
{"index":0,"Rank":20,"Model":"voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":54.14,"GeoreviewClusteringP2P":63.53,"RuSciBenchGRNTIClusteringP2P":53.76,"RuSciBenchOECDClusteringP2P":45.13}
{"index":91,"Rank":21,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.93,"GeoreviewClusteringP2P":64.55,"RuSciBenchGRNTIClusteringP2P":51.69,"RuSciBenchOECDClusteringP2P":45.56}
{"index":18,"Rank":22,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":53.79,"GeoreviewClusteringP2P":61.06,"RuSciBenchGRNTIClusteringP2P":53.84,"RuSciBenchOECDClusteringP2P":46.46}
{"index":47,"Rank":23,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.66,"GeoreviewClusteringP2P":62.94,"RuSciBenchGRNTIClusteringP2P":53.11,"RuSciBenchOECDClusteringP2P":44.93}
{"index":46,"Rank":24,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.26,"GeoreviewClusteringP2P":63.41,"RuSciBenchGRNTIClusteringP2P":51.5,"RuSciBenchOECDClusteringP2P":44.87}
{"index":96,"Rank":25,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":52.74,"GeoreviewClusteringP2P":63.89,"RuSciBenchGRNTIClusteringP2P":50.18,"RuSciBenchOECDClusteringP2P":44.16}
{"index":11,"Rank":26,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P":63.09,"RuSciBenchGRNTIClusteringP2P":50.83,"RuSciBenchOECDClusteringP2P":43.21}
{"index":64,"Rank":27,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P":59.59,"RuSciBenchGRNTIClusteringP2P":51.98,"RuSciBenchOECDClusteringP2P":45.12}
{"index":71,"Rank":28,"Model":"multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.35,"GeoreviewClusteringP2P":58.16,"RuSciBenchGRNTIClusteringP2P":50.78,"RuSciBenchOECDClusteringP2P":45.11}
{"index":66,"Rank":29,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P":58.57,"RuSciBenchGRNTIClusteringP2P":51.14,"RuSciBenchOECDClusteringP2P":44.33}
{"index":37,"Rank":30,"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":51.29,"GeoreviewClusteringP2P":57.07,"RuSciBenchGRNTIClusteringP2P":51.44,"RuSciBenchOECDClusteringP2P":45.36}
{"index":38,"Rank":31,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P":57.12,"RuSciBenchGRNTIClusteringP2P":49.7,"RuSciBenchOECDClusteringP2P":44.48}
{"index":63,"Rank":32,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P":54.46,"RuSciBenchGRNTIClusteringP2P":51.56,"RuSciBenchOECDClusteringP2P":44.79}
{"index":92,"Rank":33,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.62,"GeoreviewClusteringP2P":59.71,"RuSciBenchGRNTIClusteringP2P":48.1,"RuSciBenchOECDClusteringP2P":41.06}
{"index":87,"Rank":34,"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":49.18,"GeoreviewClusteringP2P":56.18,"RuSciBenchGRNTIClusteringP2P":48.47,"RuSciBenchOECDClusteringP2P":42.9}
{"index":86,"Rank":35,"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":47.76,"GeoreviewClusteringP2P":53.37,"RuSciBenchGRNTIClusteringP2P":48.22,"RuSciBenchOECDClusteringP2P":41.68}
{"index":77,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P":52.19,"RuSciBenchGRNTIClusteringP2P":49.07,"RuSciBenchOECDClusteringP2P":41.97}
{"index":43,"Rank":37,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P":51.89,"RuSciBenchGRNTIClusteringP2P":47.48,"RuSciBenchOECDClusteringP2P":41.16}
{"index":93,"Rank":38,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":44.35,"GeoreviewClusteringP2P":51.65,"RuSciBenchGRNTIClusteringP2P":42.83,"RuSciBenchOECDClusteringP2P":38.58}
{"index":23,"Rank":39,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P":41.82,"RuSciBenchGRNTIClusteringP2P":46.29,"RuSciBenchOECDClusteringP2P":41.28}
{"index":48,"Rank":40,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P":58.79,"RuSciBenchGRNTIClusteringP2P":36.66,"RuSciBenchOECDClusteringP2P":33.31}
{"index":45,"Rank":41,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P":41.58,"RuSciBenchGRNTIClusteringP2P":39.78,"RuSciBenchOECDClusteringP2P":35.98}
{"index":21,"Rank":42,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":38.41,"GeoreviewClusteringP2P":43.26,"RuSciBenchGRNTIClusteringP2P":37.84,"RuSciBenchOECDClusteringP2P":34.12}
{"index":44,"Rank":43,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P":34.4,"RuSciBenchGRNTIClusteringP2P":29.89,"RuSciBenchOECDClusteringP2P":27.98}
{"index":22,"Rank":44,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P":28.77,"RuSciBenchGRNTIClusteringP2P":28.29,"RuSciBenchOECDClusteringP2P":26.67}
{"index":17,"Rank":45,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.77,"GeoreviewClusteringP2P":27.27,"RuSciBenchGRNTIClusteringP2P":23.4,"RuSciBenchOECDClusteringP2P":20.64}
{"index":67,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":22.46,"GeoreviewClusteringP2P":26.01,"RuSciBenchGRNTIClusteringP2P":22.15,"RuSciBenchOECDClusteringP2P":19.23}
{"index":60,"Rank":47,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":21.99,"GeoreviewClusteringP2P":27.6,"RuSciBenchGRNTIClusteringP2P":20.36,"RuSciBenchOECDClusteringP2P":18.0}
{"index":58,"Rank":48,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.24,"GeoreviewClusteringP2P":23.27,"RuSciBenchGRNTIClusteringP2P":18.28,"RuSciBenchOECDClusteringP2P":16.16}
{"index":10,"Rank":49,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":18.95,"GeoreviewClusteringP2P":21.87,"RuSciBenchGRNTIClusteringP2P":19.01,"RuSciBenchOECDClusteringP2P":15.98}
{"index":73,"Rank":50,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":17.82,"GeoreviewClusteringP2P":22.34,"RuSciBenchGRNTIClusteringP2P":16.46,"RuSciBenchOECDClusteringP2P":14.67}
{"index":9,"Rank":51,"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":17.6,"GeoreviewClusteringP2P":23.09,"RuSciBenchGRNTIClusteringP2P":15.54,"RuSciBenchOECDClusteringP2P":14.16}
{"index":12,"Rank":52,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":15.84,"GeoreviewClusteringP2P":21.15,"RuSciBenchGRNTIClusteringP2P":14.22,"RuSciBenchOECDClusteringP2P":12.15}
{"index":80,"Rank":53,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P":20.33,"RuSciBenchGRNTIClusteringP2P":14.66,"RuSciBenchOECDClusteringP2P":12.49}
{"index":59,"Rank":54,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.59,"GeoreviewClusteringP2P":18.26,"RuSciBenchGRNTIClusteringP2P":14.85,"RuSciBenchOECDClusteringP2P":13.66}
{"index":50,"Rank":55,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":15.39,"GeoreviewClusteringP2P":16.68,"RuSciBenchGRNTIClusteringP2P":15.63,"RuSciBenchOECDClusteringP2P":13.86}
{"index":57,"Rank":56,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.72,"GeoreviewClusteringP2P":17.46,"RuSciBenchGRNTIClusteringP2P":14.34,"RuSciBenchOECDClusteringP2P":12.36}
{"index":78,"Rank":57,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.87,"GeoreviewClusteringP2P":20.76,"RuSciBenchGRNTIClusteringP2P":10.65,"RuSciBenchOECDClusteringP2P":10.19}
{"index":62,"Rank":58,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.81,"GeoreviewClusteringP2P":17.95,"RuSciBenchGRNTIClusteringP2P":12.29,"RuSciBenchOECDClusteringP2P":11.19}
{"index":79,"Rank":59,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.3,"GeoreviewClusteringP2P":20.25,"RuSciBenchGRNTIClusteringP2P":10.21,"RuSciBenchOECDClusteringP2P":9.44}
{"index":68,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":12.46,"GeoreviewClusteringP2P":18.84,"RuSciBenchGRNTIClusteringP2P":9.23,"RuSciBenchOECDClusteringP2P":9.31}
{"index":4,"Rank":61,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":7,"Rank":62,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":8,"Rank":63,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":28,"Rank":68,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":31,"Rank":71,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":32,"Rank":72,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":41,"Rank":75,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":42,"Rank":76,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":54,"Rank":81,"Model":"granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":55,"Rank":82,"Model":"granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":56,"Rank":83,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":69,"Rank":84,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":14.71,"RuSciBenchGRNTIClusteringP2P":7.13,"RuSciBenchOECDClusteringP2P":""}
{"index":72,"Rank":85,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":74,"Rank":86,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":75,"Rank":87,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":76,"Rank":88,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":81,"Rank":89,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":82,"Rank":90,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":83,"Rank":91,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":84,"Rank":92,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":85,"Rank":93,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":88,"Rank":94,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":89,"Rank":95,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":90,"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}