Confidence-Aware Embedding for Knowledge Graph Entity Typing

Table 4

Entity type prediction results. Evaluation of different models on YAGO43kET-N1, YAGO43kET-N2, and YAGO43kET-N3.

Dataset	YAGO43kET-N1				YAGO43kET-N2				YAGO43kET-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	0.11	25.69	35.99	0.03	0.10	24.54	34.92	0.03	0.09	23.38	33.96
ETE	0.03	0.11	25.56	36.11	0.03	0.11	24.68	35.21	0.03	0.09	23.50	34.32
TrustE (LT)	0.03	0.12	25.38	38.49	0.03	0.12	25.11	36.79	0.03	0.10	25.24	35.03
TrustE (LT + GT)	0.03	0.12	25.89	38.61	0.03	0.12	26.09	38.45	0.03	0.11	25.87	36.28
ConfE	0.05	0.65	19.25	94.63	0.04	0.61	18.20	90.25	0.05	0.65	19.84	93.99

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