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ResearchFormerly WizWand

Temporal Knowledge Graph Reasoning on ICEWS05-15 (test)

48.55Hits@1DiMNet

Evaluation results

Method	Links
DiMNet2025.05		48.55	58.93	65.16	78.33
L2TKG2025.05		41.86	—	—	80.69
G2S2025.05		41.39	—	58.15	73.34
RPC2025.05		39.47	—	57.11	71.75
IGETR2026.01		39.3	—	55.2	68.3
RiRGN2025.05		39.07	—	55.75	70.11
CENET2025.05		38.14	—	49.89	62.53
TITer2025.05		37.95	47.69	52.92	65.81
xERTE2025.05		37.84	46.62	52.31	63.92
RE-GCN2025.05		37.33	48.03	53.85	68.27
Vicuna-7b2026.01		37.2	—	53.1	70.1
Llama-2-7b2026.01		37	—	53.1	69.9
CaORG2026.01		36.4	—	54.1	67.8
CEN2025.05		36.38	46.84	52.45	67.01
TiPNN2025.05		36.27	45.35	50.58	62.16
GenTKG2026.01		36	—	52.5	68.7
GPT-NeoX-20B2026.01		36	—	49.7	58.6
TiRGN2026.01		35.8	—	53.5	69
DaeMon2025.05		35.55	44.5	49.64	60.75
Llama-2-7b2026.01		35.3	—	49	56.3
HGLS2026.01		35.1	—	52.1	67.3
xERTE2026.01		34.7	—	49.7	63.3
Vicuna-7b2026.01		34.7	—	48.3	56.3
TLogic2026.01		34.5	—	52.5	67.3
RETIA2025.05		34.02	—	49.64	64.42
RE-GCN2026.01		33.6	—	48.7	65.8
RE-NET2025.05		33.43	43.32	47.77	63.06
RE-NET2026.01		33.4	—	47.8	61.1
TANGO-Tucker2025.05		32.72	42.86	48.14	62.34
TANGO-DistMult2025.05		31.23	40.71	45.33	58.95
TANGO2026.01		31.1	—	47.6	62.2
GHT2025.05		29.99	40.31	45.04	60.51
CyGNet2025.05		26.61	36.81	41.63	56.22
DE-SimplE2025.05		25.91	35.02	38.99	52.75
ConvE2025.05		24.78	33.81	39	54.95
ComplEx2025.05		24.01	32.63	37.5	52.81
TA-DistMult2025.05		14.58	24.31	27.92	44.21
RotatE2025.05		13.22	24.71	29.04	48.16
DistMult2025.05		13.12	17.95	20.71	29.32
TNTComplEx2025.05		9.52	27.54	30.8	42.86
TTransE2025.05		4.8	15.57	19.24	38.29