👷♂️ Work in progress
EUBERT Embedding v1
Based on the masked language model EUBERT this sentence transformer will allow to compute embeddings on various EU documents in 24 languages.
- Number of dimensions: 768
- Pre-trained model: EUBERT
- Finetuned dataset: AllNLI
from sentence_transformers import SentenceTransformer
model = SentenceTransformer('EuropeanParliament/eubert_embedding_v1')
vector = model.encode("Based on the masked language model EUBERT this sentence transformer will allow to compute embeddings on various EU documents in 24 languages.")
Evaluation and benchmarking are welcome
| task | dataset | name | config | split | revision | accuracy | ap | f1 | v_measure |
|---|---|---|---|---|---|---|---|---|---|
| Classification | mteb/amazon_counterfactual | MTEB AmazonCounterfactualClassification (en) | en | test | e8379541af4e31359cca9fbcf4b00f2671dba205 | 65.46268656716417 | 28.448646125211685 | 59.381505835828655 | |
| Classification | mteb/amazon_polarity | MTEB AmazonPolarityClassification | default | test | e2d317d38cd51312af73b3d32a06d1a08b442046 | 66.46035 | 61.29404861567824 | 66.33660156778977 | |
| Classification | mteb/amazon_reviews_multi | MTEB AmazonReviewsClassification (en) | en | test | 1399c76144fd37290681b995c656ef9b2e06e26d | 33.002 | 32.703439998458286 | ||
| Clustering | mteb/arxiv-clustering-p2p | MTEB ArxivClusteringP2P | default | test | a122ad7f3f0291bf49cc6f4d32aa80929df69d5d | 26.726296122407874 | |||
| Classification | mteb/banking77 | MTEB Banking77Classification | default | test | 0fd18e25b25c072e09e0d92ab615fda904d66300 | 72.07792207792207 | 72.00698905672714 | ||
| Classification | mteb/emotion | MTEB EmotionClassification | default | test | 4f58c6b202a23cf9a4da393831edf4f9183cad37 | 25.45 | 22.489051015009604 | ||
| Classification | mteb/imdb | MTEB ImdbClassification | default | test | 3d86128a09e091d6018b6d26cad27f2739fc2db7 | 61.0288 | 56.84210754735158 | 60.72244426285243 | |
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (en) | en | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 78.63657090743274 | 77.33756273016937 | ||
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (de) | de | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 67.63313609467455 | 65.31424834681424 | ||
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (es) | es | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 72.03468979319545 | 70.33858350063844 | ||
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (fr) | fr | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 69.33604760413404 | 67.2763398514464 | ||
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (hi) | hi | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 19.336679813553243 | 17.640206592911305 | ||
| Classification | mteb/mtop_domain | MTEB MTOPDomainClassification (th) | th | test | d80d48c1eb48d3562165c59d59d0034df9fff0bf | 14.958408679927668 | 12.200892995648038 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (en) | en | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 53.504331965344285 | 37.650916452762054 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (de) | de | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 52.8007889546351 | 35.18483837593346 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (es) | es | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 53.268845897264846 | 37.54041476398511 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (fr) | fr | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 47.59160663952396 | 33.779636915265606 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (hi) | hi | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 4.180709931875224 | 2.240473672484894 | ||
| Classification | mteb/mtop_intent | MTEB MTOPIntentClassification (th) | th | test | ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 4.1482820976491865 | 2.2953415174353546 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (af) | af | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 43.843308675184936 | 42.83274171307546 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (am) | am | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 8.459986550100874 | 8.56499841559428 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ar) | ar | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 24.37457969065232 | 23.648464353469087 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (az) | az | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 43.61129791526564 | 43.02872726206446 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (bn) | bn | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 3.127101546738399 | 1.7632874555194573 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (cy) | cy | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 39.882313382649635 | 39.09054995553107 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (da) | da | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 49.05514458641561 | 47.97657474719148 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (de) | de | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 47.723604572965705 | 46.266605736862424 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (el) | el | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 49.2871553463349 | 49.110660419740945 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (en) | en | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 54.80833893745797 | 53.43307984316261 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (es) | es | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 48.73234700739745 | 48.290537885757345 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (fa) | fa | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 34.60322797579018 | 33.21866171174647 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (fi) | fi | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 47.09818426361803 | 46.24034140543536 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (fr) | fr | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 47.92871553463349 | 47.2879827826325 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (he) | he | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 23.429724277067923 | 22.973698726459283 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (hi) | hi | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 3.1909885675857437 | 2.343483452751791 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (hu) | hu | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 46.529926025554815 | 45.585210075220026 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (hy) | hy | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 33.00605245460659 | 32.53906554922222 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (id) | id | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 44.70073974445191 | 44.63772874280639 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (is) | is | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 42.56556825823806 | 42.09519069412614 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (it) | it | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 49.45191661062542 | 49.73648735452711 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ja) | ja | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 36.03227975790181 | 34.81337003018146 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (jv) | jv | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 39.85205110961668 | 39.16645932365053 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ka) | ka | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 29.84532616005381 | 30.048107009813975 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (km) | km | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 5.4942837928715536 | 3.9402294020821236 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (kn) | kn | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 3.5541358439811694 | 2.3408708229868385 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ko) | ko | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 31.055817081371888 | 30.54791134524761 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (lv) | lv | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 48.44989912575656 | 47.46077758238515 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ml) | ml | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 2.89172831203766 | 1.1484871860887453 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (mn) | mn | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 38.924008069939475 | 38.953938082398274 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (ms) | ms | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 43.25151311365165 | 42.31124560201582 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (my) | my | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 3.5137861466039007 | 1.7087643302156377 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (nb) | nb | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 45.34633490248823 | 44.7188441016561 | ||
| Classification | mteb/amazon_massive_intent | MTEB MassiveIntentClassification (nl) | nl | test | 31efe3c427b0bae9c22cbb560b8f15491cc6bed7 | 47.25285810356422 | 45.442034061197944 |
Author : sebastien.campion@europarl.europa.eu
Contributor(s):
- Dominik Skotarczak (benchmark)
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