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Table 11

Spearman correlation (ρ) between APdiff(t) and the classification accuracy for the non-contextualized embeddings models.

Modelρp-value
PPMI.w2 0.29 0.15 
PPMI.synf 0.43 0.03 * 
PPMI.synt 0.23 0.26 
GloVe 0.65  <0.001 * 
SGNS.w2 0.68  <0.001 * 
SGNS.synf 0.78  <0.001 * 
SGNS.synt 0.70  <0.001 * 
FastText 0.71  <0.001 * 
Modelρp-value
PPMI.w2 0.29 0.15 
PPMI.synf 0.43 0.03 * 
PPMI.synt 0.23 0.26 
GloVe 0.65  <0.001 * 
SGNS.w2 0.68  <0.001 * 
SGNS.synf 0.78  <0.001 * 
SGNS.synt 0.70  <0.001 * 
FastText 0.71  <0.001 * 
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