Temporal Knowledge Graph Completion on ICEWS14 v1 (test) benchmark leaderboard · SOTA2 Research

Temporal Knowledge Graph Completion on ICEWS14 v1 (test)

0.658MRRSPA

Evaluation Results

Method	Links
SPA2022.10		0.658	54.4	73.7	85.7
Random2022.10		0.642	52.8	72.2	84.3
ChronoR2022.10		0.625	54.7	66.9	77.3
TeLM2022.10		0.625	54.5	67.3	77.4
TNTComplEx2022.10		0.62	52	66	76
BoxTE2022.10		0.613	52.8	66.4	76.3
T-GAP2022.10		0.61	50.9	67.7	79
TeMP-SA2022.10		0.607	48.4	68.4	84
TIMEPLEX2022.10		0.604	51.5	—	77.1
TeMP-GRU2022.10		0.601	47.8	68.1	82.8
DE-SimplE2022.10		0.526	41.8	59.2	72.5
TA-DistMult2022.10		0.477	36.3	—	68.6
SimplE2022.10		0.458	34.1	51.6	68.7
ComplEx2022.10		0.442	40	43	66.4
DistMult2022.10		0.441	32.5	49.8	66.8
TiRGN + CoH2024.02		0.4394	33.07	49.64	64.9
TiRGN + ICL2024.02		0.4327	32.28	49.04	64.17
TiRGN2024.02		0.4293	32.1	48.53	63.6
RE-GCN + CoH2024.02		0.4241	31.77	47.85	63.8
RE-GCN + ICL2024.02		0.4184	30.84	47.27	62.97
RE-GCN2024.02		0.4133	30.61	46.66	62.31
RE-NET + CoH2024.02		0.4043	30.34	45.78	60.42
RE-NET + ICL2024.02		0.3939	29.12	44.37	58.25
RE-NET2024.02		0.3875	28.96	43.64	57.61
CoH2024.02		0.3451	24.2	39.67	51.21
TransE2022.10		0.326	15.4	43	64.4
ICL2024.02		0.3179	22.38	37.67	47.7
HyTE2022.10		0.297	10.8	41.6	65.5
TTransE2022.10		0.255	7.4	—	60.1