Confidence-Aware Embedding for Knowledge Graph Entity Typing

Table 3

Entity type prediction results. Evaluation of different models on FB15kET-N1, FB15kET-N2, and FB15kET-N3.

Dataset	FB15kET-N1				FB15kET-N2				FB15kET-N3
Metrics	MRR		HITS@10		MRR		HITS@10		MRR		HITS@10
	Raw	Filter	Raw	Filter	Raw	Filter	Raw	Filter	Raw	Filter	Raw	Filter
TransE-ET	0.04	0.22	45.61	67.65	0.05	0.21	44.96	67.58	0.05	0.20	44.95	66.48
ETE	0.04	0.23	45.66	68.54	0.05	0.22	45.21	67.82	0.05	0.20	45.52	66.83
TrustE (LT)	0.05	0.30	45.76	68.58	0.05	0.29	45.90	68.15	0.04	0.28	44.73	67.75
TrustE (LT + GT)	0.05	0.29	45.80	70.29	0.05	0.29	46.36	69.86	0.05	0.29	47.07	68.89
ConfE	0.07	0.74	48.15	98.62	0.07	0.73	47.03	98.03	0.07	0.72	47.16	97.64

The best scores are in given bold, and the second-best ones are given in italics.