Hugging Face's logo

Spaces:
Thun09
/
leaderboard_demo
Running

App Files Community
leaderboard_demo
File size: 22,832 Bytes 
c59c56a
 
2e647d9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
 
{"index":10,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
{"index":9,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
{"index":4,"Rank":3,"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":54.56,"AlloprofRetrieval":58.27,"BSARDRetrieval":5.14,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"XPQARetrieval (fr)":72.92}
{"index":3,"Rank":4,"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":52.98,"AlloprofRetrieval":57.28,"BSARDRetrieval":11.83,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"XPQARetrieval (fr)":73.56}
{"index":8,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
{"index":22,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
{"index":78,"Rank":7,"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":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
{"index":0,"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":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
{"index":29,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
{"index":23,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
{"index":2,"Rank":11,"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":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
{"index":21,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
{"index":52,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
{"index":53,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
{"index":51,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
{"index":69,"Rank":16,"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":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
{"index":49,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
{"index":77,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
{"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
{"index":44,"Rank":20,"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":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
{"index":43,"Rank":21,"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":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
{"index":50,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
{"index":1,"Rank":23,"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":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
{"index":15,"Rank":24,"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":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
{"index":35,"Rank":25,"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":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
{"index":68,"Rank":26,"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":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
{"index":73,"Rank":27,"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":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
{"index":74,"Rank":28,"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":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
{"index":30,"Rank":29,"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":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
{"index":46,"Rank":30,"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":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
{"index":14,"Rank":31,"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":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
{"index":67,"Rank":32,"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":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
{"index":65,"Rank":33,"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":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
{"index":60,"Rank":34,"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":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
{"index":34,"Rank":35,"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":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
{"index":66,"Rank":36,"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":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
{"index":64,"Rank":37,"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":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
{"index":63,"Rank":38,"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":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
{"index":56,"Rank":39,"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":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
{"index":54,"Rank":40,"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":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
{"index":72,"Rank":41,"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":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
{"index":42,"Rank":42,"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":23.44,"AlloprofRetrieval":16.46,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"XPQARetrieval (fr)":41.29}
{"index":47,"Rank":43,"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":17.91,"AlloprofRetrieval":12.37,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"XPQARetrieval (fr)":33.82}
{"index":5,"Rank":44,"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":16.19,"AlloprofRetrieval":3.1,"BSARDRetrieval":0.36,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"XPQARetrieval (fr)":42.59}
{"index":41,"Rank":45,"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":13.89,"AlloprofRetrieval":5.51,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"XPQARetrieval (fr)":26.12}
{"index":7,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":12.94,"AlloprofRetrieval":6.83,"BSARDRetrieval":2.18,"MintakaRetrieval (fr)":1.66,"SyntecRetrieval":27.64,"XPQARetrieval (fr)":26.39}
{"index":40,"Rank":47,"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":8.52,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.49}
{"index":18,"Rank":48,"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":8.51,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.46}
{"index":16,"Rank":49,"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":8.5,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.39}
{"index":17,"Rank":50,"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":8.49,"AlloprofRetrieval":1.61,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.35}
{"index":48,"Rank":51,"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":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
{"index":38,"Rank":52,"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":6.73,"AlloprofRetrieval":1.72,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"XPQARetrieval (fr)":9.09}
{"index":37,"Rank":53,"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":5.87,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"XPQARetrieval (fr)":6.59}
{"index":76,"Rank":54,"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":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
{"index":75,"Rank":55,"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":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
{"index":39,"Rank":56,"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":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
{"index":55,"Rank":72,"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":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}