Knowledge Graph Representation via Similarity-Based Embedding

Table 7

Experimental results of relation prediction on FB15K.

Model	FB15K
	MRR		Hits@
	Filter	Raw	1	2	3
CP	0.361 0.002	0.308 0.001	0.240 0.002	0.347 0.002	0.411 0.002
DistMult	0.309 0.003	0.285 0.003	0.116 0.002	0.289 0.002	0.412 0.004
ER-MLP	0.412 0.003	0.268 0.002	0.236 0.003	0.573 0.003	0.631 0.003
TransE	0.245 0.002	0.281 0.002	0.275 0.003	0.339 0.002	0.381 0.003
TransR	0.416 0.002	0.343 0.002	0.270 0.001	0.448 0.002	0.573 0.002
ComplEx	0.566 0.002	0.490 0.001	0.371 0.002	0.646 0.001	0.701 0.002
SimE-E	0.5790.002	0.523 0.001	0.3210.002	0.7080.002	0.823 0.002
SimE-ER	0.593  0.002	0.534  0.001	0.3310.002	0.7370.001	0.8420.002