Temporal Knowledge Graph Extrapolation Reasoning on GDELT benchmark leaderboard · SOTA2 Research

Temporal Knowledge Graph Extrapolation Reasoning on GDELT

52.41MRRDynaGen

Evaluation Results

Method	Links
DynaGen2025.12		52.41	39.99	60.59	72.22
ECEformer2025.12		50.89	38.71	59.45	71.02
EST-Transformer2026.02		41.2	35.6	42.9	51.9
EST-RNN2026.02		40.8	34.8	42.6	51
EST-LSTM2026.02		40.8	35	42.5	51.9
EST-Mamba2026.02		39	32.9	40.8	50.4
DREAM2025.12		28.1	19.3	31.1	44.7
CHE-TKG2026.05		27.38	17.73	—	47.02
HisRES2026.05		26.58	16.9	—	46.31
OntoTKGE2026.04		26.2	16.4	—	46.3
CSI2025.12		25.6	18.2	28.5	40.7
HisRES2026.04		25.6	16.1	—	45.2
HyperCL2026.04		25.5	16	—	44.4
DyMemR2025.12		25.46	16.79	27.96	42.49
DyMemR2026.05		25.46	16.79	—	42.49
JOIE2026.04		25.3	15.9	—	44.1
DiffuTKG2026.02		25.1	16.2	—	42.3
Re-Temp2026.02		25	15.7	27.1	44.2
OntoTKGE2026.04		24.4	14.7	—	43.8
LogCL2026.02		23.8	14.6	25.6	42.3
LogCL2025.12		23.75	14.64	25.6	42.33
LogCL2026.05		23.75	14.64	—	42.33
LogCL2026.04		23.7	14.6	—	42.3
JOIE2026.04		23.6	14.5	—	42.2
HyperCL2026.04		23.5	14.5	—	42
THCN2025.12		23.46	15.18	25.21	39.03
HTCCN2026.05		23.46	15.18	—	—
OntoTKGE2026.04		23.1	14.2	—	40.5
RPC2026.05		22.41	14.42	—	38.33
HisMatch2026.05		22.01	14.45	—	36.61
HiSMatch2026.02		22	14.5	23.8	36.6
DSEP2026.02		22	13.9	23.7	38.1
ANEL2026.04		22	13.8	—	38.3
TempValid2025.12		21.88	14.37	24.4	37
TiRGN2026.02		21.7	13.6	23.3	37.6
TiRGN2026.05		21.67	13.63	—	37.6
TiRGN2026.04		21.5	13.6	—	37.4
JOIE2026.04		21.5	13.4	—	37.4
HyperCL2026.04		21.4	13.4	—	37.4
OntoTKGE2026.04		20.6	12.9	—	35.6
L2TKG2025.12		20.53	12.89	—	35.83
OntoTKGE2026.04		20.5	12.7	—	35.5
CEN2026.02		20.4	13	21.8	35
CEN2026.05		20.39	12.96	—	34.97
ANEL2026.04		20.3	12.8	—	35
CENET2026.02		20.2	12.7	21.7	34.9
RETIA2026.05		20.12	12.76	—	34.49
RETIA2026.02		20.1	12.8	21.5	34.5
RETIA2026.04		19.9	12.4	—	34.1
RE-GCN2025.12		19.69	12.46	20.93	33.81
RE-GCN2026.05		19.69	12.46	—	33.81
RE-NET2026.02		19.6	12.4	21	34
RE-GCN2026.02		19.6	12.4	20.9	33.7
JOIE2026.04		19.6	12.4	—	33.7
HyperCL2026.04		19.6	12.4	—	33.6
RE-NET2026.05		19.55	12.38	—	34
TANGO2026.05		19.53	12.43	—	33.19
RE-GCN2026.04		19.5	12.2	—	33.5
JOIE2026.04		19.5	12.4	—	33.4
HyperCL2026.04		19.4	12.3	—	33.3
CyGNet2026.02		18.5	11.5	19.6	32
xERTE2026.02		18.1	12.3	20.1	30.3
TIter2026.02		15.5	11	15.6	24.3