Temporal Knowledge Graph reasoning

Benchmarks

Dataset Name	SOTA Method	Metric
ICEWS18 (test)		Hits@124.34	79	3mo ago
ICEWS 18	DREAM	Hits@100.627	78	19d ago
ICEWS 14	DynaGen	Hits@167.97	66	19d ago
ICEWS14 (test)	G2S	Hits@138.33	59	3mo ago
ICEWS05-15 (test)	DiMNet	Hits@148.55	41	3mo ago
WIKI	LLM-Guided Knowledge Distillation	MRR0.4603	28	3mo ago
YAGO (test)	G2S	Hits@10.8788	27	3mo ago
GDELT	DGAR	MRR23.25	25	3mo ago
GDELT (test)	DiMNet	MRR21.93	20	3mo ago
YAGO	MetaTKGR	MRR0.356	20	3mo ago
ICEWS 18 (meta-test)	MetaTKGR	MRR0.34	19	3mo ago
WIKI (meta-test)		MRR33.5	19	3mo ago
YAGO meta (test)	MetaTKGR	MRR0.37	19	3mo ago
ICEWS 05-15	DGAR	MRR66.01	17	3mo ago
ICEWS0515	Ensemble	MRR58.53	14	19d ago
ICEWS14 50% training data (test)	G2S_SL(G)	Hits@136.01	9	3mo ago
ICEWS14 20% training data (test)	GenTKG	Hits@134.9	9	3mo ago
ICEWS14 5% (test)	G2S_SL(F)	Hits@10.3365	9	3mo ago
ICEWS18 1-shot (test)	MetaTKGR	MRR0.295	9	3mo ago
WIKI 1-shot (test)	MetaTKGR	MRR0.277	9	3mo ago
YAGO 1-shot (test)	MetaTKGR	MRR0.294	9	3mo ago
ICEWS 18 (extrapolation)	CID-TKG	MRR38.88	6	1mo ago
ICEWS 14s (extrapolation)	CID-TKG	MRR51.93	6	1mo ago
ICE 18	DGAR	MRR36.53	6	3mo ago
ICE14	DGAR	Current MRR58.59	6	3mo ago

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