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ResearchFormerly WizWand

Temporal Knowledge Graph extrapolation on ICEWS 14

0.601MRROntoTKGE
0.400280.452390.50450.55661Apr 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
OntoTKGECategory=ours, Base Model=HisRES2026.040.6010.4760.838
OntoTKGECategory=ours, Base Model=LogCL2026.040.5970.4720.839
OntoTKGECategory=ours, Base Model=TiRGN2026.040.5620.4380.798
OntoTKGECategory=ours, Base Model=RETIA2026.040.5540.4260.797
OntoTKGECategory=ours, Base Model=RE-GCN2026.040.5410.4150.782
LLM-DACategory=baseline, Base Model=HisRES2026.040.50.3960.694
LLM-DACategory=baseline, Base Model=LogCL2026.040.4960.3770.719
HisRESCategory=base model2026.040.4950.3850.693
JOIECategory=baseline, Base Model=HisRES2026.040.4940.3820.69
HyperCLCategory=baseline, Base Model=HisRES2026.040.4920.3810.688
JOIECategory=baseline, Base Model=LogCL2026.040.4880.3720.714
HyperCLCategory=baseline, Base Model=LogCL2026.040.4880.3710.715
LogCLCategory=base model2026.040.4850.3680.715
LLM-DACategory=baseline, Base Model=TiRGN2026.040.4710.3690.671
LLM-DACategory=baseline, Base Model=RE-GCN2026.040.4610.3560.662
JOIECategory=baseline, Base Model=TiRGN2026.040.4520.3430.664
HyperCLCategory=baseline, Base Model=TiRGN2026.040.4520.3430.663
ANELCategory=baseline, Base Model=TiRGN2026.040.4470.3440.646
TiRGNCategory=base model2026.040.4460.3430.647
ANELCategory=baseline, Base Model=RE-GCN2026.040.4320.3290.631
HyperCLCategory=baseline, Base Model=RETIA2026.040.4270.3260.627
JOIECategory=baseline, Base Model=RE-GCN2026.040.4230.3220.62
JOIECategory=baseline, Base Model=RETIA2026.040.4230.3170.63
RE-GCNCategory=base model2026.040.4220.3190.62
RETIACategory=base model2026.040.4220.320.624
HyperCLCategory=baseline, Base Model=RE-GCN2026.040.420.3170.624
LLM-DACategory=baseline, Base Model=RETIA2026.040.4080.3120.602