Evaluating Neural Word Representations inTensor-Based Compositional Settings
Table 4: Results for sentence similarity. There is no statistically significant difference between KS14 addition and NWE addition (the second best result).
['[BOLD] Method', '[BOLD] GS11', '[BOLD] KS14', '[BOLD] NWE']
Again, the best performing vector space is KS14, but this time with addition: the Spearman ρ correlation score with averaged human judgements is 0.732. Addition was the means for the other vector spaces to achieve top performance as well: GS11 and NWE got 0.682 and 0.689 respectively.