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Table 7

Average word and feature Spearman correlation between the human ratings in Binder et al. (2016) and the estimated values for each embedding type.

ModelWord correlationFeature correlation
PPMI.w2 0.77 0.70 
PPMI.synf 0.79 0.72 
PPMI.synt 0.80 0.71 
GloVe 0.76 0.69 
SGNS.w2 0.80 0.74 
SGNS.synf 0.82 0.76 
SGNS.synt 0.82 0.77 
FastText 0.81 0.75 
ELMo 0.81 0.76 
BERT 0.82 0.77 
 
Random 0.20 −0.01 
ModelWord correlationFeature correlation
PPMI.w2 0.77 0.70 
PPMI.synf 0.79 0.72 
PPMI.synt 0.80 0.71 
GloVe 0.76 0.69 
SGNS.w2 0.80 0.74 
SGNS.synf 0.82 0.76 
SGNS.synt 0.82 0.77 
FastText 0.81 0.75 
ELMo 0.81 0.76 
BERT 0.82 0.77 
 
Random 0.20 −0.01 
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