{"index":19,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
{"index":53,"Rank":2,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":56.4,"AlloProfClusteringP2P":70.89,"AlloProfClusteringS2S":61.38,"HALClusteringS2S":27.76,"MLSUMClusteringP2P (fr)":48.16,"MLSUMClusteringS2S (fr)":47.44,"MasakhaNEWSClusteringP2P (fra)":72.3,"MasakhaNEWSClusteringS2S (fra)":66.88}
{"index":13,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":56.38,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":49.71,"MLSUMClusteringS2S (fr)":48.91,"MasakhaNEWSClusteringP2P (fra)":63.67,"MasakhaNEWSClusteringS2S (fra)":60.93}
{"index":86,"Rank":4,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":56.2,"AlloProfClusteringP2P":70.39,"AlloProfClusteringS2S":60.95,"HALClusteringS2S":28.53,"MLSUMClusteringP2P (fr)":47.09,"MLSUMClusteringS2S (fr)":46.51,"MasakhaNEWSClusteringP2P (fra)":70.48,"MasakhaNEWSClusteringS2S (fra)":69.48}
{"index":11,"Rank":5,"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":55.96,"AlloProfClusteringP2P":70.99,"AlloProfClusteringS2S":58.27,"HALClusteringS2S":28.35,"MLSUMClusteringP2P (fr)":48.3,"MLSUMClusteringS2S (fr)":46.91,"MasakhaNEWSClusteringP2P (fra)":68.07,"MasakhaNEWSClusteringS2S (fra)":70.81}
{"index":12,"Rank":6,"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":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
{"index":37,"Rank":7,"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":53.77,"AlloProfClusteringP2P":66.71,"AlloProfClusteringS2S":47.68,"HALClusteringS2S":26.96,"MLSUMClusteringP2P (fr)":46.16,"MLSUMClusteringS2S (fr)":45.73,"MasakhaNEWSClusteringP2P (fra)":77.2,"MasakhaNEWSClusteringS2S (fra)":65.93}
{"index":39,"Rank":8,"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":52.08,"AlloProfClusteringP2P":66.69,"AlloProfClusteringS2S":49.27,"HALClusteringS2S":26.92,"MLSUMClusteringP2P (fr)":45.58,"MLSUMClusteringS2S (fr)":44.45,"MasakhaNEWSClusteringP2P (fra)":71.51,"MasakhaNEWSClusteringS2S (fra)":60.16}
{"index":38,"Rank":9,"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":51.92,"AlloProfClusteringP2P":65.05,"AlloProfClusteringS2S":47.6,"HALClusteringS2S":27.42,"MLSUMClusteringP2P (fr)":47.72,"MLSUMClusteringS2S (fr)":47.24,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":71.82}
{"index":44,"Rank":10,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
{"index":27,"Rank":11,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":49.75,"AlloProfClusteringP2P":62.87,"AlloProfClusteringS2S":46.5,"HALClusteringS2S":27.61,"MLSUMClusteringP2P (fr)":45.43,"MLSUMClusteringS2S (fr)":45.69,"MasakhaNEWSClusteringP2P (fra)":64.89,"MasakhaNEWSClusteringS2S (fra)":55.29}
{"index":130,"Rank":12,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
{"index":7,"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":48.88,"AlloProfClusteringP2P":63.81,"AlloProfClusteringS2S":52.38,"HALClusteringS2S":26.01,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":63.87}
{"index":64,"Rank":14,"Model":"french-document-embedding<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":48.37,"AlloProfClusteringP2P":59.69,"AlloProfClusteringS2S":45.61,"HALClusteringS2S":25.21,"MLSUMClusteringP2P (fr)":42.83,"MLSUMClusteringS2S (fr)":43.44,"MasakhaNEWSClusteringP2P (fra)":61.32,"MasakhaNEWSClusteringS2S (fra)":60.51}
{"index":43,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
{"index":45,"Rank":16,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.88,"AlloProfClusteringP2P":63.19,"AlloProfClusteringS2S":41.33,"HALClusteringS2S":23.77,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":43.66,"MasakhaNEWSClusteringP2P (fra)":58.63,"MasakhaNEWSClusteringS2S (fra)":53.47}
{"index":26,"Rank":17,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":46.74,"AlloProfClusteringP2P":63.22,"AlloProfClusteringS2S":40.34,"HALClusteringS2S":24.67,"MLSUMClusteringP2P (fr)":43.54,"MLSUMClusteringS2S (fr)":43.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":48.97}
{"index":2,"Rank":18,"Model":"voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":46.71,"AlloProfClusteringP2P":60.61,"AlloProfClusteringS2S":47.75,"HALClusteringS2S":24.74,"MLSUMClusteringP2P (fr)":45.69,"MLSUMClusteringS2S (fr)":45.62,"MasakhaNEWSClusteringP2P (fra)":58.78,"MasakhaNEWSClusteringS2S (fra)":43.8}
{"index":42,"Rank":19,"Model":"bilingual-document-embedding<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":45.87,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":41.58,"HALClusteringS2S":24.88,"MLSUMClusteringP2P (fr)":44.18,"MLSUMClusteringS2S (fr)":44.65,"MasakhaNEWSClusteringP2P (fra)":69.99,"MasakhaNEWSClusteringS2S (fra)":36.66}
{"index":4,"Rank":20,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
{"index":25,"Rank":21,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":45.3,"AlloProfClusteringP2P":61.15,"AlloProfClusteringS2S":35.69,"HALClusteringS2S":23.61,"MLSUMClusteringP2P (fr)":44.54,"MLSUMClusteringS2S (fr)":43.62,"MasakhaNEWSClusteringP2P (fra)":68.68,"MasakhaNEWSClusteringS2S (fra)":39.8}
{"index":93,"Rank":22,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":44.95,"AlloProfClusteringP2P":63.88,"AlloProfClusteringS2S":46.86,"HALClusteringS2S":27.48,"MLSUMClusteringP2P (fr)":44.69,"MLSUMClusteringS2S (fr)":44.88,"MasakhaNEWSClusteringP2P (fra)":42.36,"MasakhaNEWSClusteringS2S (fra)":44.48}
{"index":91,"Rank":23,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":44.95,"AlloProfClusteringP2P":63.88,"AlloProfClusteringS2S":46.86,"HALClusteringS2S":27.48,"MLSUMClusteringP2P (fr)":44.69,"MLSUMClusteringS2S (fr)":44.88,"MasakhaNEWSClusteringP2P (fra)":42.36,"MasakhaNEWSClusteringS2S (fra)":44.48}
{"index":0,"Rank":24,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
{"index":6,"Rank":25,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
{"index":17,"Rank":26,"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":43.96,"AlloProfClusteringP2P":60.31,"AlloProfClusteringS2S":41.15,"HALClusteringS2S":25.36,"MLSUMClusteringP2P (fr)":42.64,"MLSUMClusteringS2S (fr)":42.61,"MasakhaNEWSClusteringP2P (fra)":46.71,"MasakhaNEWSClusteringS2S (fra)":48.92}
{"index":70,"Rank":27,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.95,"AlloProfClusteringP2P":58.85,"AlloProfClusteringS2S":31.56,"HALClusteringS2S":21.16,"MLSUMClusteringP2P (fr)":43.92,"MLSUMClusteringS2S (fr)":43.87,"MasakhaNEWSClusteringP2P (fra)":64.85,"MasakhaNEWSClusteringS2S (fra)":43.42}
{"index":82,"Rank":28,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":43.81,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":48.33,"MLSUMClusteringS2S (fr)":47.79,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
{"index":84,"Rank":29,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":43.45,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.53,"MLSUMClusteringS2S (fr)":44.01,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
{"index":119,"Rank":30,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
{"index":66,"Rank":31,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
{"index":100,"Rank":32,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":43.06,"AlloProfClusteringP2P":63.95,"AlloProfClusteringS2S":35.03,"HALClusteringS2S":20.6,"MLSUMClusteringP2P (fr)":44.41,"MLSUMClusteringS2S (fr)":44.16,"MasakhaNEWSClusteringP2P (fra)":64.41,"MasakhaNEWSClusteringS2S (fra)":28.87}
{"index":20,"Rank":33,"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":42.87,"AlloProfClusteringP2P":58.48,"AlloProfClusteringS2S":33.09,"HALClusteringS2S":21.68,"MLSUMClusteringP2P (fr)":40.52,"MLSUMClusteringS2S (fr)":39.47,"MasakhaNEWSClusteringP2P (fra)":58.71,"MasakhaNEWSClusteringS2S (fra)":48.14}
{"index":79,"Rank":34,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.8,"AlloProfClusteringP2P":58.55,"AlloProfClusteringS2S":36.35,"HALClusteringS2S":22.33,"MLSUMClusteringP2P (fr)":42.38,"MLSUMClusteringS2S (fr)":42.2,"MasakhaNEWSClusteringP2P (fra)":50.56,"MasakhaNEWSClusteringS2S (fra)":47.26}
{"index":80,"Rank":35,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":42.6,"AlloProfClusteringP2P":58.4,"AlloProfClusteringS2S":37.22,"HALClusteringS2S":23.44,"MLSUMClusteringP2P (fr)":42.92,"MLSUMClusteringS2S (fr)":42.99,"MasakhaNEWSClusteringP2P (fra)":59.73,"MasakhaNEWSClusteringS2S (fra)":33.53}
{"index":107,"Rank":36,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":42.54,"AlloProfClusteringP2P":56.41,"AlloProfClusteringS2S":36.59,"HALClusteringS2S":21.21,"MLSUMClusteringP2P (fr)":40.62,"MLSUMClusteringS2S (fr)":39.91,"MasakhaNEWSClusteringP2P (fra)":61.99,"MasakhaNEWSClusteringS2S (fra)":41.05}
{"index":16,"Rank":37,"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":42.32,"AlloProfClusteringP2P":59.78,"AlloProfClusteringS2S":38.3,"HALClusteringS2S":23.18,"MLSUMClusteringP2P (fr)":41.97,"MLSUMClusteringS2S (fr)":41.47,"MasakhaNEWSClusteringP2P (fra)":47.41,"MasakhaNEWSClusteringS2S (fra)":44.15}
{"index":3,"Rank":38,"Model":"voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":42.24,"AlloProfClusteringP2P":59.71,"AlloProfClusteringS2S":47.41,"HALClusteringS2S":26.14,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":42.26,"MasakhaNEWSClusteringP2P (fra)":36.68,"MasakhaNEWSClusteringS2S (fra)":41.39}
{"index":124,"Rank":39,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
{"index":1,"Rank":40,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
{"index":68,"Rank":41,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":41.87,"AlloProfClusteringP2P":58.28,"AlloProfClusteringS2S":37.82,"HALClusteringS2S":23.72,"MLSUMClusteringP2P (fr)":43.76,"MLSUMClusteringS2S (fr)":43.92,"MasakhaNEWSClusteringP2P (fra)":48.26,"MasakhaNEWSClusteringS2S (fra)":37.36}
{"index":99,"Rank":42,"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":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
{"index":54,"Rank":43,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
{"index":14,"Rank":44,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
{"index":47,"Rank":45,"Model":"onnx-gte-multilingual-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
{"index":118,"Rank":46,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
{"index":78,"Rank":47,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.42,"AlloProfClusteringP2P":59.49,"AlloProfClusteringS2S":36.98,"HALClusteringS2S":22.25,"MLSUMClusteringP2P (fr)":40.92,"MLSUMClusteringS2S (fr)":40.94,"MasakhaNEWSClusteringP2P (fra)":53.43,"MasakhaNEWSClusteringS2S (fra)":35.92}
{"index":96,"Rank":48,"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":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
{"index":10,"Rank":49,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
{"index":115,"Rank":50,"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":40.72,"AlloProfClusteringP2P":53.84,"AlloProfClusteringS2S":40.83,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":39.08,"MLSUMClusteringS2S (fr)":36.54,"MasakhaNEWSClusteringP2P (fra)":53.3,"MasakhaNEWSClusteringS2S (fra)":37.92}
{"index":81,"Rank":51,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":40.62,"AlloProfClusteringP2P":58.75,"AlloProfClusteringS2S":34.92,"HALClusteringS2S":23.39,"MLSUMClusteringP2P (fr)":42.34,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":36.7,"MasakhaNEWSClusteringS2S (fra)":45.31}
{"index":117,"Rank":52,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
{"index":77,"Rank":53,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
{"index":98,"Rank":54,"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":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
{"index":116,"Rank":55,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
{"index":126,"Rank":56,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
{"index":97,"Rank":57,"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":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
{"index":85,"Rank":58,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":39.78,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":45.24,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
{"index":52,"Rank":59,"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":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
{"index":87,"Rank":60,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":39.65,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.01,"MLSUMClusteringS2S (fr)":42.84,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
{"index":104,"Rank":61,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":39.3,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":41.69,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
{"index":120,"Rank":62,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":39.18,"AlloProfClusteringP2P":58.25,"AlloProfClusteringS2S":23.39,"HALClusteringS2S":14.97,"MLSUMClusteringP2P (fr)":40.75,"MLSUMClusteringS2S (fr)":40.44,"MasakhaNEWSClusteringP2P (fra)":62.23,"MasakhaNEWSClusteringS2S (fra)":34.26}
{"index":110,"Rank":63,"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":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
{"index":114,"Rank":64,"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":37.96,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":37.96,"MLSUMClusteringS2S (fr)":35.87,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
{"index":95,"Rank":65,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
{"index":83,"Rank":66,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.05,"AlloProfClusteringP2P":59.37,"AlloProfClusteringS2S":31.27,"HALClusteringS2S":20.02,"MLSUMClusteringP2P (fr)":39.55,"MLSUMClusteringS2S (fr)":39.48,"MasakhaNEWSClusteringP2P (fra)":37.37,"MasakhaNEWSClusteringS2S (fra)":32.27}
{"index":61,"Rank":67,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.93,"AlloProfClusteringP2P":55.09,"AlloProfClusteringS2S":22.69,"HALClusteringS2S":13.46,"MLSUMClusteringP2P (fr)":41.44,"MLSUMClusteringS2S (fr)":40.85,"MasakhaNEWSClusteringP2P (fra)":58.64,"MasakhaNEWSClusteringS2S (fra)":26.33}
{"index":125,"Rank":68,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
{"index":106,"Rank":69,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":35.81,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":35.66,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
{"index":65,"Rank":70,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
{"index":88,"Rank":71,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":35.01,"AlloProfClusteringP2P":61.84,"AlloProfClusteringS2S":25.56,"HALClusteringS2S":14.15,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":28.75}
{"index":122,"Rank":72,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":34.46,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.41,"MLSUMClusteringS2S (fr)":35.75,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
{"index":105,"Rank":73,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":34.23,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":32.64,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
{"index":34,"Rank":74,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":35,"Rank":75,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":33,"Rank":76,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":76,"Rank":77,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":113,"Rank":78,"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":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
{"index":67,"Rank":79,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.71,"AlloProfClusteringP2P":44.92,"AlloProfClusteringS2S":23.19,"HALClusteringS2S":8.99,"MLSUMClusteringP2P (fr)":33.8,"MLSUMClusteringS2S (fr)":32.41,"MasakhaNEWSClusteringP2P (fra)":46.27,"MasakhaNEWSClusteringS2S (fra)":25.39}
{"index":8,"Rank":80,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
{"index":32,"Rank":81,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
{"index":31,"Rank":82,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
{"index":30,"Rank":83,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.98,"AlloProfClusteringP2P":39.0,"AlloProfClusteringS2S":23.5,"HALClusteringS2S":10.36,"MLSUMClusteringP2P (fr)":29.91,"MLSUMClusteringS2S (fr)":28.79,"MasakhaNEWSClusteringP2P (fra)":42.57,"MasakhaNEWSClusteringS2S (fra)":21.71}
{"index":72,"Rank":84,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
{"index":56,"Rank":85,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":26.76,"AlloProfClusteringP2P":39.96,"AlloProfClusteringS2S":23.7,"HALClusteringS2S":6.03,"MLSUMClusteringP2P (fr)":27.16,"MLSUMClusteringS2S (fr)":27.09,"MasakhaNEWSClusteringP2P (fra)":38.45,"MasakhaNEWSClusteringS2S (fra)":24.96}
{"index":29,"Rank":86,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.63,"AlloProfClusteringP2P":41.54,"AlloProfClusteringS2S":24.5,"HALClusteringS2S":9.48,"MLSUMClusteringP2P (fr)":31.79,"MLSUMClusteringS2S (fr)":30.71,"MasakhaNEWSClusteringP2P (fra)":24.89,"MasakhaNEWSClusteringS2S (fra)":23.47}
{"index":62,"Rank":87,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":26.29,"AlloProfClusteringP2P":42.77,"AlloProfClusteringS2S":24.76,"HALClusteringS2S":7.39,"MLSUMClusteringP2P (fr)":27.42,"MLSUMClusteringS2S (fr)":26.52,"MasakhaNEWSClusteringP2P (fra)":34.35,"MasakhaNEWSClusteringS2S (fra)":20.82}
{"index":63,"Rank":88,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":25.44,"AlloProfClusteringP2P":36.88,"AlloProfClusteringS2S":21.97,"HALClusteringS2S":5.81,"MLSUMClusteringP2P (fr)":29.01,"MLSUMClusteringS2S (fr)":28.05,"MasakhaNEWSClusteringP2P (fra)":26.3,"MasakhaNEWSClusteringS2S (fra)":30.07}
{"index":89,"Rank":89,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":25.42,"AlloProfClusteringP2P":35.43,"AlloProfClusteringS2S":18.33,"HALClusteringS2S":3.92,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":21.0}
{"index":74,"Rank":90,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
{"index":121,"Rank":91,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":24.94,"AlloProfClusteringP2P":34.87,"AlloProfClusteringS2S":22.73,"HALClusteringS2S":5.84,"MLSUMClusteringP2P (fr)":30.26,"MLSUMClusteringS2S (fr)":29.34,"MasakhaNEWSClusteringP2P (fra)":26.13,"MasakhaNEWSClusteringS2S (fra)":25.43}
{"index":55,"Rank":92,"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":23.88,"AlloProfClusteringP2P":35.78,"AlloProfClusteringS2S":23.21,"HALClusteringS2S":6.28,"MLSUMClusteringP2P (fr)":25.26,"MLSUMClusteringS2S (fr)":24.85,"MasakhaNEWSClusteringP2P (fra)":24.46,"MasakhaNEWSClusteringS2S (fra)":27.34}
{"index":69,"Rank":93,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.01,"AlloProfClusteringP2P":32.16,"AlloProfClusteringS2S":22.88,"HALClusteringS2S":3.26,"MLSUMClusteringP2P (fr)":24.07,"MLSUMClusteringS2S (fr)":22.71,"MasakhaNEWSClusteringP2P (fra)":25.68,"MasakhaNEWSClusteringS2S (fra)":30.34}
{"index":73,"Rank":94,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
{"index":28,"Rank":95,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":20.3,"AlloProfClusteringP2P":31.59,"AlloProfClusteringS2S":21.2,"HALClusteringS2S":3.35,"MLSUMClusteringP2P (fr)":20.49,"MLSUMClusteringS2S (fr)":20.18,"MasakhaNEWSClusteringP2P (fra)":22.87,"MasakhaNEWSClusteringS2S (fra)":22.43}
{"index":5,"Rank":96,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","AlloProfClusteringP2P":62.06,"AlloProfClusteringS2S":48.05,"HALClusteringS2S":27.07,"MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":41.79}
{"index":9,"Rank":97,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":15,"Rank":98,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":18,"Rank":99,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":42.4}
{"index":36,"Rank":104,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":73.54,"MasakhaNEWSClusteringS2S (fra)":68.87}
{"index":41,"Rank":106,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":48,"Rank":108,"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":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":49,"Rank":109,"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":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":50,"Rank":110,"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":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":58,"Rank":113,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":59,"Rank":114,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":60,"Rank":115,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":75,"Rank":117,"Model":"bge-m3-custom-fr-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":"","HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":""}
{"index":90,"Rank":118,"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":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":12.62,"HALClusteringS2S":0.94,"MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":20.99}
{"index":94,"Rank":120,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":101,"Rank":121,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":102,"Rank":122,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":103,"Rank":123,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":108,"Rank":124,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":109,"Rank":125,"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":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":111,"Rank":126,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":112,"Rank":127,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":131,"Rank":132,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":52.89,"HALClusteringS2S":27.68,"MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":39.71}
{"index":132,"Rank":133,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":51.23,"HALClusteringS2S":27.05,"MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":54.76}