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ResearchFormerly WizWand

Word Similarity on WS-353 REL (test)

0.701Spearman CorrelationOurs (+post-process)
0.11860.26980.4210.5722Oct 30, 2022Mar 27, 2023Aug 23, 2023Jan 18, 2024Jun 15, 2024Nov 10, 2024Apr 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Ours (+post-process)Type=Context-to-Vec, Post-processing=With post-processing2022.100.701
Ours (preliminary)Type=Context-to-Vec, Post-processing=None2022.100.683
BERT-SDBackbone=BERT, Clusters (k)=52025.040.671
BERT+Skip-gramType=Context-to-Vec2022.100.667
FASTTEXTType=Static2022.100.616
DRG2VecType=Discrete embeddings2025.040.605
GPT2Type=Contextualized, Representation level=avg2022.100.597
Flan-T5-SDBackbone=Flan-T5-xxl, Clusters (k)=52025.040.584
XLNetType=Contextualized, Representation level=avg2022.100.58
Dict2VecType=Discrete embeddings2025.040.579
ContextLSTMType=Context-to-Vec2022.100.573
GPT2Type=Contextualized, Representation level=token2022.100.557
XLNetType=Contextualized, Representation level=word2022.100.555
Word2VecType=Discrete embeddings2025.040.548
CBOWType=Static2022.100.539
Skip-gramType=Static2022.100.537
XLNetType=Contextualized, Representation level=token2022.100.532
GloVeType=Static2022.100.502
BERTType=Contextualized, Representation level=avg2022.100.499
ELMoType=Contextualized, Representation level=avg2022.100.474
DepsType=Static2022.100.468
SynGCNType=Context-to-Vec2022.100.457
Skip-gram(context)Type=Static2022.100.435
BERTType=Contextualized, Representation level=token2022.100.425
ELMoType=Contextualized, Representation level=token2022.100.392
ELMoType=Contextualized, Representation level=word2022.100.324
GPT2Type=Contextualized, Representation level=word2022.100.276
BERTType=Contextualized, Representation level=word2022.100.141