all_data_tasks/4/default.jsonl

{"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":44.23,"AlloprofRetrieval":38.15,"AlloprofRetrieval (fra-Latn)":39.34,"BSARDRetrieval":0.27,"BSARDRetrieval (fra-Latn)":21.28,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"SyntecRetrieval (fra-Latn)":82.39,"XPQARetrieval (fr)":66.15}
{"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.76,"AlloprofRetrieval":36.21,"AlloprofRetrieval (fra-Latn)":34.45,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":18.83,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"SyntecRetrieval (fra-Latn)":82.86,"XPQARetrieval (fr)":65.81}
{"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.27,"AlloprofRetrieval":27.01,"AlloprofRetrieval (fra-Latn)":27.38,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":14.54,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"SyntecRetrieval (fra-Latn)":73.46,"XPQARetrieval (fr)":57.47}
{"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":37.18,"AlloprofRetrieval":30.8,"AlloprofRetrieval (fra-Latn)":30.8,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":13.19,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"SyntecRetrieval (fra-Latn)":76.0,"XPQARetrieval (fr)":46.22}
{"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":32.25,"AlloprofRetrieval":26.63,"AlloprofRetrieval (fra-Latn)":26.63,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":9.6,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"SyntecRetrieval (fra-Latn)":65.54,"XPQARetrieval (fr)":42.51}
{"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.36,"AlloprofRetrieval":28.41,"AlloprofRetrieval (fra-Latn)":28.41,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":4.8,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"SyntecRetrieval (fra-Latn)":60.15,"XPQARetrieval (fr)":51.79}
{"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":27.73,"AlloprofRetrieval":19.77,"AlloprofRetrieval (fra-Latn)":19.77,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":4.44,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"SyntecRetrieval (fra-Latn)":55.31,"XPQARetrieval (fr)":51.74}
{"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":56.84,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":2.48,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":74.24}
{"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":45.5,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.15,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":67.07}
{"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":52.61,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.29,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":71.95}
{"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":57.28,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":11.83,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":73.56}
{"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":58.27,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":5.14,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":72.92}
{"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"AlloprofRetrieval":3.1,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.36,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":42.59}
{"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":35.39,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":45.23}
{"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":38.36,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.14,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":58.87}
{"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.6,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":18.39}
{"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.61,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":18.35}
{"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.6,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":18.46}
{"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":55.42,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":26.63,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":89.48,"XPQARetrieval (fr)":null}
{"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"AlloprofRetrieval":29.97,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":58.57}
{"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":21.94,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":57.92}
{"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"AlloprofRetrieval":31.62,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":65.62}
{"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.63,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":6.59}
{"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.72,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":9.09}
{"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"AlloprofRetrieval":0.58,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":3.69}
{"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloprofRetrieval":1.63,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":18.49}
{"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":5.51,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":26.12}
{"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"AlloprofRetrieval":16.46,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":41.29}
{"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":12.37,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":33.82}
{"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":1.98,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":12.98}
{"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AlloprofRetrieval":33.2,"AlloprofRetrieval (fra-Latn)":33.2,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.24,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":60.8,"XPQARetrieval (fr)":55.9}
{"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":34.27,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.98,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":57.39,"XPQARetrieval (fr)":null}
{"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":26.99,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":51.2}
{"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AlloprofRetrieval":30.23,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":48.83}
{"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":27.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.16,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":45.19}
{"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":34.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":48.79}
{"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":40.38,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.14,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":52.14}
{"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"AlloprofRetrieval":45.75,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":3.33,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":56.2}
{"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
{"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":18.9,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":40.4}
{"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":35.27,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":59.59}
{"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":33.78,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":65.21}
{"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AlloprofRetrieval":0.16,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":11.65}
{"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AlloprofRetrieval":0.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":12.7}
{"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":51.64,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.61,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":73.0}
{"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}