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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.

Model	Word correlation	Feature 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

Model	Word correlation	Feature 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