Knowledge Graph Representation via Similarity-Based Embedding

Table 6

Experimental results of relation prediction on WN18.

Model	WN18
	MRR		Hits@
	Filter	Raw	1	2	3
CP	0.551 0.003	0.550 0.002	0.405 0.002	0.540 0.002	0.6290.001
DistMult	0.731 0.003	0.730 0.002	0.535 0.002	0.922 0.002	0.938 0.002
ER-MLP	0.707 0.002	0.513 0.002	0.614 0.001	0.815 0.003	0.877 0.002
TransE	0.739 0.002	0.739 0.001	0.622 0.002	0.729 0.002	0.811 0.002
TransR	0.415 0.003	0.414 0.003	0.378 0.003	0.635 0.002	0.724 0.001
ComplEx	0.866 0.003	0.865 0.003	0.8300.001	0.953 0.002	0.9610.002
SimE-E	0.8120.002	0.812 0.001	0.7700.002	0.9540.002	0.9620.001
SimE-ER	0.814 0.002	0.814 0.001	0.775 0.001	0.955 0.002	0.9650.001