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Evaluating several spanish embedding models #63

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@bukosabino bukosabino commented Feb 8, 2024

python mteb_benchmark.py
Benchmark dariolopez__roberta-base-bne-finetuned-msmarco-qa-es-mnrl-mn intfloat__multilingual-e5-large BAAI/bge-m3
AmazonReviewsClassification 0.28194 0.42702 0.44678000000000007
CataloniaTweetClassification 0.48369999999999996 0.5025000000000001 0.4875999999999999
MassiveIntentClassification 0.5473100201748486 0.6470073974445192 0.6703429724277068
MassiveScenarioClassification 0.6322797579018158 0.689340954942838 0.721990585070612
MintakaRetrieval 0.16548 0.2836 0.22341
MIRACLRetrieval 0.70137 0.82005 -
MLSUMClusteringS2S.v2 0.42841628413893035 0.48075917245775485 -
MTOPDomainClassification 0.7924616410940628 0.8998999332888593 0.9183789192795198
MTOPIntentClassification 0.5307538358905937 0.6673782521681121 0.6644096064042696
MultiEURLEXMultilabelClassification 0.05144 0.05226000000000001 -
MultiHateClassification 0.5578 0.639 0.6253
PawsX 0.6015684593563027 0.5639685167829116 0.5735093608198505
PublicHealthQA 0.62516 0.80811 0.79986
SIB200Classification 0.6549019607843137 0.7348039215686275 0.7313725490196079
SIB200ClusteringS2S 0.3347573603718645 0.3637865013678009 0.34998316595531576
SpanishNewsClassification 0.81318359375 0.880517578125 -
SpanishNewsClusteringP2P 0.379918321557151 0.4399933663826367 -
SpanishSentimentClassification 0.6378378378378378 0.9141891891891893 0.9395270270270271
STS17 0.23167578806693545 0.8092850520982419 0.7557298844031564
STS22 0.49970798735740846 0.7865922376187726
STSBenchmarkMultilingualSTS 0.7724973718736371 0.8646354604520479 0.8468700424822017
STSES 0.6040795444089487 0.7923804835012699 0.7743978294342545
TweetSentimentClassification 0.408203125 0.508984375 0.54765625
XMarket 0.11391 0.14136 -
XNLI 0.5793703625227221 0.7603625574106656 0.8076605260070395
XPQARetrieval 0.47322 0.61619 0.62131
XQuADRetrieval 0.81996 0.97644 0.96649

@bukosabino bukosabino marked this pull request as draft March 29, 2024 20:30
@bukosabino bukosabino marked this pull request as ready for review June 20, 2024 06:49
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