WN11 and FB13) sampled from WordNet and Freebase.
distance Model (Bordes et al., 2011), Hadamard Model , Single Layer Model (Socher et al., 2013), Bilinear Model (Sutskever et al., 2009;Jenatton et al., 2012) and Neural Tensor Network (NTN) 15 (Socher et al., 2013)), our model TransM still achieves better performance as shown in Table 8.