Knowledge Graph Representation via Similarity-Based Embedding

Table 4

Experimental results of entity prediction on FB15K.

Model	FB15K
	MRR		Hits@
	Filter	Raw	1	3	10
CP	0.333 0.003	0.153 0.002	0.229 0.004	0.381 0.003	0.5310.004
DistMult	0.650 0.003	0.242 0.003	0.537 0.004	0.738 0.003	0.828 0.003
ER-MLP	0.288 0.002	0.155 0.002	0.173 0.005	0.317 0.005	0.5010.001
TransE	0.481 0.004	0.220 0.002	0.259 0.005	0.651 0.002	0.8130.002
TransR	0.376 0.003	0.201 0.004	0.245 0.002	0.435 0.002	0.634 0.003
ComplEx	0.691 0.003	0.241 0.002	0.596 0.003	0.752 0.002	0.838 0.003
SimE-E	0.740 0.002	0.2590.002	0.6660.002	0.795 0.003	0.860 0.003
SimE-ER	0.727 0.003	0.261 0.002	0.636 0.003	0.7970.002	0.8680.003