Link Prediction on ICEWS 14 benchmark leaderboard · SOTA2 Research

Link Prediction on ICEWS 14

62MRRTNTComplEx

Evaluation Results

Method	Links
TNTComplEx2020.04		62	—	—	—
TComplEx2020.04		61	—	—	—
RotateQVS2022.03		59.1	50.7	64.2	75.4
RotateQVS2022.03		57.5	48.9	62.5	73.7
TeRoR2026.06		57.2	48.2	62.6	74.1
TeRo2022.03		56.2	46.8	62.1	73.2
TeRo2026.06		56.2	46.8	62.1	73.2
TComplEx2020.04		56	—	—	—
TNTComplEx2020.04		56	—	—	—
ATISE2022.03		55	43.6	62.9	75
ATiSE2026.06		55	43.6	62.9	75
TeRo2022.03		53.4	43.2	59.6	72.2
DE-SimplE2020.04		53	—	—	—
DE-SimplE2022.03		52.6	41.8	59.2	72.5
DE-SimplE2026.06		52.6	41.8	59.2	72.5
TA2020.04		48	—	—	—
HEDRA2026.05		47.86	35.28	—	75.65
TA-DistMult2022.03		47.7	36.3	—	68.6
TA-DistMult2026.06		47.7	36.3	—	68.6
QuatE2022.03		47.1	35.3	53	71.2
QuatE22026.06		47.1	35.3	53	71.2
ComplEx2020.04		47	—	—	—
ComplEx2020.04		47	—	—	—
TPAR2024.05		46.89	36.88	52.28	65.89
ComplEx-N32026.06		46.7	34.7	52.7	71.6
CHE-TKG2026.05		45.07	32.74	—	72.56
RPC2024.05		44.55	34.87	49.8	65.08
TIRGN2024.05		44.04	33.83	48.95	63.84
DistMult2022.03		43.9	32.3	—	67.2
DistMult2026.06		43.9	32.3	—	67.2
TLogic2024.05		43.04	33.56	48.27	61.23
DECRL2026.05		42.9	30.49	—	70.01
CEN2024.05		42.2	32.08	47.46	61.31
RE-GCN2024.05		42	31.63	47.2	61.65
RotatE2022.03		41.8	29.1	47.8	69
RotatE2026.06		41.8	29.1	47.8	69
TITer2024.05		41.73	32.76	46.46	58.44
DHyper2026.05		41.71	29.37	—	69.32
TiRGN2026.05		41.28	29.52	—	70.66
RE-GCN2026.05		40.85	28.15	—	68.53
XERTE2024.05		40.79	32.7	45.67	57.3
DACHA2026.05		40.69	27.28	—	68.44
RE-NET2024.05		39.86	30.11	44.02	58.21
GTRL2026.05		38.57	27.36	—	66.35
RE-NET2026.05		38.53	22.53	—	74.05
PPT2023.05		38.42	28.94	42.5	57.01
PPT w/o prompts2023.05		38.24	28.52	42.4	57.31
RE-GCN2023.05		37.78	27.17	42.5	58.84
CyGNeT2024.05		37.65	27.43	42.63	57.9
PPT rand prompts2023.05		36.84	26.89	41.41	55.73
Glean2026.05		36.07	22.17	—	64.75
RE-NET2023.05		35.77	25.99	40.1	54.87
CyGNet2023.05		35.45	26.05	39.91	53.2
RGCRN2023.05		33.31	24.08	36.55	51.54
ConvTransE2023.05		31.5	22.46	34.98	50.03
ConvE2023.05		30.3	21.3	34.42	47.89
HyTE2022.03		29.7	10.8	41.6	65.5
HyTE2026.06		29.7	10.8	41.6	65.5
EvoExplore2026.05		28.11	13.97	—	57.67
R-GCN2023.05		28.03	19.42	31.95	44.83
TransE2022.03		28	9.4	—	63.7
TransE2026.06		28	9.4	—	63.7
TA-TransE2026.06		27.5	9.5	—	62.5
TA-DistMult2023.05		26.22	16.83	29.72	45.23
RotatE2023.05		25.71	16.41	29.01	45.16
TTransE2022.03		25.5	7.4	—	60.1
TTransE2026.06		25.5	7.4	—	60.1
AdaTKG2026.05		22.93	—	25.9	40.29
ComplEx2023.05		22.61	9.88	28.93	47.57
TransFIR2026.05		21.36	—	24.83	39.01
DistMult2023.05		20.32	6.13	27.59	46.61
HyTE2023.05		16.78	2.13	24.84	43.94
TTransE2023.05		12.86	3.14	15.72	33.65