Multiview Translation Learning for Knowledge Graph Embedding

Table 2

Experimental results of link prediction on WN18.

Dataset	WN18
Metric	Mean rank		Hits@10 (%)
	Raw	Filt	Raw	Filt
RESCAL	1180	1163	37.2	52.8
SE	1011	985	68.5	80.5
SME (linear/bilinear)	545/526	533/509	65.1/54.7	74.1/61.3
LFM	469	456	71.4	81.6
TransE	263	251	75.4	89.2
TransH (unif/bern)	318/401	303/388	75.4/73.0	86.7/82.3
TransR (unif/bern)	232/238	219/225	78.3/79.8	91.7/92.0
CTransR (unif/bern)	243/231	230/218	78.9/79.4	92.3/92.3
puTransE	39	29	88.1	94.9
TransAt	169	157	81.4	95.1
MvTransE (global-view)	198	186	79.7	92.2
MvTransE (local-view)	46	42	84.1	93.9
MvTransE (Multiview)	29	24	88.3	95.1