时态知识图谱补全的方法及其进展

时态知识图谱补全的方法及其进展

申宇铭, 杜剑峰

Temporal knowledge graph completion:methods and progress

Yuming SHEN, Jianfeng DU

表2 若干代表性补全模型的评测结果

模型		ICEWS14				ICEWS05-15				Wikidata11k
模型	MRR	Hit@1	Hit@10		MRR	Hit@1	Hit@10		MRR	Hit@1	Hit@10
TransE^*	0.280	9.4	63.7		0.294	9.0	66.3		0.316	18.1	65.9
DistMult^*	0.439	32.3	67.2		0.456	33.7	69.1		0.316	18.1	66.1
ConT⁺	0.185	11.7	31.5		0.163	10.5	27.2		-	-	-
TTransE^*	0.255	7.4	60.1		0.271	8.4	61.6		0.488	33.9	80.6
HyTE⁺	0.297	10.8	65.5		0.316	11.6	68.1		-	-	-
TA-TransE^*	0.275	9.5	62.5		0.299	9.6	66.8		0.484	32.9	80.7
TA-DistMult^*	0.477	36.3	68.6		0.474	34.6	72.8		0.700	65.2	78.5
DE-SimplE⁺	0.526	41.8	72.5		0.513	39.2	74.8		0.310	18.4	62.5
TComplEx^#	0.560	47.0	73.0		0.580	49.0	76.0		0.731	67.3	84.5
TNTComplEx^#	0.560	46.0	74.0		0.600	50.0	78.0		0.718	65.4	85.6