Knowledge Graph Representation via Similarity-Based Embedding

Table 8

Experimental results of relation prediction on FB40K.

Model	FB40K
	MRR		Hits@
	Filter	Raw	1	2	3
CP	0.295 0.002	0.192 0.002	0.231 0.002	0.300 0.003	0.3320.003
DistMult	0.470 0.002	0.407 0.001	0.310 0.002	0.536 0.003	0.8010.003
ER-MLP	0.377 0.002	0.257 0.002	0.231 0.002	0.567 0.002	0.6110.002
TransE	0.461 0.001	0.373 0.002	0.245 0.001	0.442 0.001	0.5210.003
TransR	0.431 0.002	0.312 0.003	0.263 0.001	0.411 0.002	0.5140.002
ComplEx	0.576 0.002	0.496 0.003	0.329 0.003	0.595 0.002	0.7900.001
SimE-E	0.589 0.002	0.513 0.002	0.326 0.003	0.606 0.002	0.8440.001
SimE-ER	0.603 0.002	0.531 0.003	0.336 0.003	0.637 0.001	0.8430.001