Knowledge Graph Representation via Similarity-Based Embedding

Table 3

Experimental results of entity prediction on WN18.

Model	WN18
	MRR		Hits@
	Filter	Raw	1	3	10
CP	0.065 0.002	0.051 0.001	0.043 0.002	0.069 0.001	0.107 0.002
DistMult	0.821 0.003	0.530 0.002	0.728 0.002	0.914 0.002	0.930 0.001
ER-MLP	0.712 0.002	0.508 0.003	0.626 0.002	0.775 0.002	0.863 0.003
TransE	0.445 0.002	0.318 0.002	0.081 0.002	0.801 0.001	0.937 0.003
TransR	0.415 0.002	0.414 0.003	0.378 0.002	0.635 0.003	0.724 0.001
ComplEx	0.936 0.003	0.575 0.002	0.9330.001	0.939 0.001	0.9400.001
SimE-E	0.823 0.003	0.572 0.002	0.726 0.001	0.917 0.002	0.9380.001
SimE-ER	0.8210.002	0.576 0.002	0.726 0.002	0.914 0.002	0.940 0.002