Knowledge Graph Representation via Similarity-Based Embedding

Table 5

Experimental results of entity prediction on FB40K.

Model	FB40K
	MRR		Hits@
	Filter	Raw	1	3	10
CP	0.448 0.002	0.274 0.002	0.392 0.003	0.479 0.002	0.5490.002
DistMult	0.573 0.003	0.407 0.003	0.493 0.002	0.613 0.002	0.7200.003
ER-MLP	0.296 0.001	0.167 0.004	0.181 0.001	0.332 0.003	0.4980.003
TransE	0.574 0.003	0.383 0.001	0.422 0.002	0.687 0.003	0.8080.001
TransR	0.355 0.001	0.198 0.001	0.224 0.002	0.441 0.002	0.6120.001
ComplEx	0.680 0.001	0.408 0.002	0.586 0.002	0.753 0.002	0.8370.002
SimE-E	0.816 0.001	0.439 0.002	0.781 0.002	0.848 0.002	0.8740.002
SimE-ER	0.810 0.001	0.445 0.002	0.756 0.002	0.852 0.002	0.8890.002