Temporal Knowledge Graph extrapolation on ICEWS 05-15 benchmark leaderboard · SOTA2 Research

Temporal Knowledge Graph extrapolation on ICEWS 05-15

0.7MRROntoTKGE

Evaluation Results

Method	Links
OntoTKGE2026.04		0.7	0.588	0.906
OntoTKGE2026.04		0.666	0.543	0.899
OntoTKGE2026.04		0.624	0.502	0.853
OntoTKGE2026.04		0.616	0.494	0.846
OntoTKGE2026.04		0.609	0.487	0.84
LLM-DA2026.04		0.591	0.487	0.779
HisRES2026.04		0.587	0.483	0.779
HyperCL2026.04		0.586	0.481	0.779
JOIE2026.04		0.582	0.477	0.777
LogCL2026.04		0.569	0.458	0.642
LLM-DA2026.04		0.568	0.458	0.774
JOIE2026.04		0.562	0.452	0.772
HyperCL2026.04		0.561	0.45	0.772
LLM-DA2026.04		0.521	0.416	0.728
HyperCL2026.04		0.506	0.394	0.72
ANEL2026.04		0.505	0.396	0.712
JOIE2026.04		0.504	0.392	0.717
LLM-DA2026.04		0.501	0.394	0.71
TiRGN2026.04		0.5	0.391	0.711
ANEL2026.04		0.492	0.384	0.698
HyperCL2026.04		0.485	0.375	0.696
JOIE2026.04		0.484	0.374	0.693
RE-GCN2026.04		0.48	0.373	0.685
RETIA2026.04		0.472	0.366	0.676
JOIE2026.04		0.472	0.366	0.676
HyperCL2026.04		0.471	0.366	0.675
LLM-DA2026.04		0.433	0.333	0.632