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Temporal Knowledge Graph Completion on ICEWS14 v1 (test)

0.658MRR

SPA

Updated 4d ago

Evaluation Results

Method	Links
SPA 2022.10		0.658	54.4	73.7	85.7
Random 2022.10		0.642	52.8	72.2	84.3
ChronoR 2022.10		0.625	54.7	66.9	77.3
TeLM 2022.10		0.625	54.5	67.3	77.4
TNTComplEx 2022.10		0.62	52	66	76
BoxTE 2022.10		0.613	52.8	66.4	76.3
T-GAP 2022.10		0.61	50.9	67.7	79
TeMP-SA 2022.10		0.607	48.4	68.4	84
TIMEPLEX 2022.10		0.604	51.5	-	77.1
TeMP-GRU 2022.10		0.601	47.8	68.1	82.8
DE-SimplE 2022.10		0.526	41.8	59.2	72.5
TA-DistMult 2022.10		0.477	36.3	-	68.6
SimplE 2022.10		0.458	34.1	51.6	68.7
ComplEx 2022.10		0.442	40	43	66.4
DistMult 2022.10		0.441	32.5	49.8	66.8
TiRGN + CoH 2024.02		0.4394	33.07	49.64	64.9
TiRGN + ICL 2024.02		0.4327	32.28	49.04	64.17
TiRGN 2024.02		0.4293	32.1	48.53	63.6
RE-GCN + CoH 2024.02		0.4241	31.77	47.85	63.8
RE-GCN + ICL 2024.02		0.4184	30.84	47.27	62.97
RE-GCN 2024.02		0.4133	30.61	46.66	62.31
RE-NET + CoH 2024.02		0.4043	30.34	45.78	60.42
RE-NET + ICL 2024.02		0.3939	29.12	44.37	58.25
RE-NET 2024.02		0.3875	28.96	43.64	57.61
CoH 2024.02		0.3451	24.2	39.67	51.21
TransE 2022.10		0.326	15.4	43	64.4
ICL 2024.02		0.3179	22.38	37.67	47.7
HyTE 2022.10		0.297	10.8	41.6	65.5
TTransE 2022.10		0.255	7.4	-	60.1