ModelCohereCoherepublished Nov 2, 2023seen 5d

CohereLabs/Cohere-embed-english-v3.0

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--- tags:

  • mteb

model-index:

  • name: embed-english-v3.0

results:

  • task:

type: Classification dataset: type: mteb/amazon_counterfactual name: MTEB AmazonCounterfactualClassification (en) config: en split: test revision: e8379541af4e31359cca9fbcf4b00f2671dba205 metrics:

  • type: accuracy

value: 81.29850746268656

  • type: ap

value: 46.181772245676136

  • type: f1

value: 75.47731234579823

  • task:

type: Classification dataset: type: mteb/amazon_polarity name: MTEB AmazonPolarityClassification config: default split: test revision: e2d317d38cd51312af73b3d32a06d1a08b442046 metrics:

  • type: accuracy

value: 95.61824999999999

  • type: ap

value: 93.22525741797098

  • type: f1

value: 95.61627312544859

  • task:

type: Classification dataset: type: mteb/amazon_reviews_multi name: MTEB AmazonReviewsClassification (en) config: en split: test revision: 1399c76144fd37290681b995c656ef9b2e06e26d metrics:

  • type: accuracy

value: 51.72

  • type: f1

value: 50.529480725642465

  • task:

type: Retrieval dataset: type: arguana name: MTEB ArguAna config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 61.521

  • task:

type: Clustering dataset: type: mteb/arxiv-clustering-p2p name: MTEB ArxivClusteringP2P config: default split: test revision: a122ad7f3f0291bf49cc6f4d32aa80929df69d5d metrics:

  • type: v_measure

value: 49.173332266218914

  • task:

type: Clustering dataset: type: mteb/arxiv-clustering-s2s name: MTEB ArxivClusteringS2S config: default split: test revision: f910caf1a6075f7329cdf8c1a6135696f37dbd53 metrics:

  • type: v_measure

value: 42.1800504937582

  • task:

type: Reranking dataset: type: mteb/askubuntudupquestions-reranking name: MTEB AskUbuntuDupQuestions config: default split: test revision: 2000358ca161889fa9c082cb41daa8dcfb161a54 metrics:

  • type: map

value: 61.69942465283367

  • type: mrr

value: 73.8089741898606

  • task:

type: STS dataset: type: mteb/biosses-sts name: MTEB BIOSSES config: default split: test revision: d3fb88f8f02e40887cd149695127462bbcf29b4a metrics:

  • type: cos_sim_pearson

value: 85.1805709775319

  • type: cos_sim_spearman

value: 83.50310749422796

  • type: euclidean_pearson

value: 83.57134970408762

  • type: euclidean_spearman

value: 83.50310749422796

  • type: manhattan_pearson

value: 83.422472116232

  • type: manhattan_spearman

value: 83.35611619312422

  • task:

type: Classification dataset: type: mteb/banking77 name: MTEB Banking77Classification config: default split: test revision: 0fd18e25b25c072e09e0d92ab615fda904d66300 metrics:

  • type: accuracy

value: 85.52922077922078

  • type: f1

value: 85.48530911742581

  • task:

type: Clustering dataset: type: mteb/biorxiv-clustering-p2p name: MTEB BiorxivClusteringP2P config: default split: test revision: 65b79d1d13f80053f67aca9498d9402c2d9f1f40 metrics:

  • type: v_measure

value: 40.95750155360001

  • task:

type: Clustering dataset: type: mteb/biorxiv-clustering-s2s name: MTEB BiorxivClusteringS2S config: default split: test revision: 258694dd0231531bc1fd9de6ceb52a0853c6d908 metrics:

  • type: v_measure

value: 37.25334765305169

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackAndroidRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 50.037

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackEnglishRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 49.089

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackGamingRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 60.523

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackGisRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 39.293

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackMathematicaRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 30.414

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackPhysicsRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 43.662

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackProgrammersRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 43.667

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 41.53158333333334

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackStatsRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 35.258

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackTexRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 30.866

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackUnixRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 40.643

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackWebmastersRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 40.663

  • task:

type: Retrieval dataset: type: BeIR/cqadupstack name: MTEB CQADupstackWordpressRetrieval config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 34.264

  • task:

type: Retrieval dataset: type: climate-fever name: MTEB ClimateFEVER config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 38.433

  • task:

type: Retrieval dataset: type: dbpedia-entity name: MTEB DBPedia config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 43.36

  • task:

type: Classification dataset: type: mteb/emotion name: MTEB EmotionClassification config: default split: test revision: 4f58c6b202a23cf9a4da393831edf4f9183cad37 metrics:

  • type: accuracy

value: 51.574999999999996

  • type: f1

value: 46.84362123583929

  • task:

type: Retrieval dataset: type: fever name: MTEB FEVER config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 88.966

  • task:

type: Retrieval dataset: type: fiqa name: MTEB FiQA2018 config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 42.189

  • task:

type: Retrieval dataset: type: hotpotqa name: MTEB HotpotQA config: default split: test revision: None metrics:

  • type: ndcg_at_10

value: 70.723

  • task:

type: Classification dataset: type: mteb/imdb name: MTEB ImdbClassification config: default split: test…

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