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ResearchFormerly WizWand

Word Similarity on WS-353

0.789Spearman Correlation (WS-353)Ours (+post-process)
0.218040.366270.51450.66273Jun 8, 2021Apr 13, 2022Feb 16, 2023Dec 22, 2023Oct 26, 2024Aug 31, 2025Jul 6, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Ours (+post-process)Type=Context-to-Vec, Post-processing=With post-processing2022.100.789
Ours (+post-process)Type=Context-to-Vec, Post-processing=With post-processing2022.100.77
Ours (preliminary)Type=Context-to-Vec, Post-processing=None2022.100.769
Ours (preliminary)Type=Context-to-Vec, Post-processing=None2022.100.767
ROBERTA2STATICparaParent Model=ROBERTA-122021.060.7638
BERT+Skip-gramType=Context-to-Vec2022.100.753
FASTTEXTType=Static2022.100.746
XLNetType=Contextualized, Representation level=token2022.100.744
SENT2VECDim.=7682021.060.7407
RPAMModel=GPT-2, Template=TP22026.070.74
SynGCNType=Context-to-Vec2022.100.732
DepsType=Static2022.100.731
BERT2STATICsentParent Model=BERT-122021.060.7297
BERT+Skip-gramType=Context-to-Vec2022.100.728
XLNetType=Contextualized, Representation level=avg2022.100.723
GPT2Type=Contextualized, Representation level=avg2022.100.721
GPT2Type=Contextualized, Representation level=token2022.100.715
SKIPGRAMDim.=7682021.060.7141
ELMoType=Contextualized, Representation level=avg2022.100.713
CBOWType=Static2022.100.707
ASE - best layer per taskParent Model=BERT-12, Dim.=768, Layer=12021.060.7012
XLNetType=Contextualized, Representation level=word2022.100.698
ELMoType=Contextualized, Representation level=token2022.100.691
Skip-gramType=Static2022.100.689
FASTTEXTType=Static2022.100.683
BERTType=Contextualized, Representation level=token2022.100.673
BERTType=Contextualized, Representation level=avg2022.100.67
ContextLSTMType=Context-to-Vec2022.100.666
PriorModel=GPT-22026.070.66
GPT2Type=Contextualized, Representation level=token2022.100.655
XLNetType=Contextualized, Representation level=avg2022.100.649
GPT2Type=Contextualized, Representation level=avg2022.100.645
GloVeType=Static2022.100.643
ContextLSTMType=Context-to-Vec2022.100.635
XLNetType=Contextualized, Representation level=word2022.100.628
CBOWType=Static2022.100.627
XLNetType=Contextualized, Representation level=token2022.100.624
ELMoType=Contextualized, Representation level=word2022.100.621
Skip-gramType=Static2022.100.61
SynGCNType=Context-to-Vec2022.100.609
Skip-gram(context)Type=Static2022.100.609
DepsType=Static2022.100.606
FASTTEXTDim.=3002021.060.596
BERTType=Contextualized, Representation level=avg2022.100.594
ELMoType=Contextualized, Representation level=avg2022.100.583
GLOVEDim.=3002021.060.5791
BERTType=Contextualized, Representation level=token2022.100.578
RPAMModel=GPT-2, Template=TP12026.070.57
GloVeType=Static2022.100.542
ELMoType=Contextualized, Representation level=token2022.100.541
Skip-gram(context)Type=Static2022.100.532
CBOWDim.=7682021.060.4999
ELMoType=Contextualized, Representation level=word2022.100.455
GPT2Type=Contextualized, Representation level=word2022.100.314
BERTType=Contextualized, Representation level=word2022.100.31
GPT2Type=Contextualized, Representation level=word2022.100.307
BERTType=Contextualized, Representation level=word2022.100.24