Temporal Knowledge Graph extrapolation on ICEWS 05-15
0.7MRROntoTKGE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OntoTKGECategory=ours, Base Model=HisRES2026.04 | 0.7 | 0.588 | 0.906 | |
| OntoTKGECategory=ours, Base Model=LogCL2026.04 | 0.666 | 0.543 | 0.899 | |
| OntoTKGECategory=ours, Base Model=TiRGN2026.04 | 0.624 | 0.502 | 0.853 | |
| OntoTKGECategory=ours, Base Model=RETIA2026.04 | 0.616 | 0.494 | 0.846 | |
| OntoTKGECategory=ours, Base Model=RE-GCN2026.04 | 0.609 | 0.487 | 0.84 | |
| LLM-DACategory=baseline, Base Model=HisRES2026.04 | 0.591 | 0.487 | 0.779 | |
| HisRESCategory=base model2026.04 | 0.587 | 0.483 | 0.779 | |
| HyperCLCategory=baseline, Base Model=HisRES2026.04 | 0.586 | 0.481 | 0.779 | |
| JOIECategory=baseline, Base Model=HisRES2026.04 | 0.582 | 0.477 | 0.777 | |
| LogCLCategory=base model2026.04 | 0.569 | 0.458 | 0.642 | |
| LLM-DACategory=baseline, Base Model=LogCL2026.04 | 0.568 | 0.458 | 0.774 | |
| JOIECategory=baseline, Base Model=LogCL2026.04 | 0.562 | 0.452 | 0.772 | |
| HyperCLCategory=baseline, Base Model=LogCL2026.04 | 0.561 | 0.45 | 0.772 | |
| LLM-DACategory=baseline, Base Model=TiRGN2026.04 | 0.521 | 0.416 | 0.728 | |
| HyperCLCategory=baseline, Base Model=TiRGN2026.04 | 0.506 | 0.394 | 0.72 | |
| ANELCategory=baseline, Base Model=TiRGN2026.04 | 0.505 | 0.396 | 0.712 | |
| JOIECategory=baseline, Base Model=TiRGN2026.04 | 0.504 | 0.392 | 0.717 | |
| LLM-DACategory=baseline, Base Model=RE-GCN2026.04 | 0.501 | 0.394 | 0.71 | |
| TiRGNCategory=base model2026.04 | 0.5 | 0.391 | 0.711 | |
| ANELCategory=baseline, Base Model=RE-GCN2026.04 | 0.492 | 0.384 | 0.698 | |
| HyperCLCategory=baseline, Base Model=RE-GCN2026.04 | 0.485 | 0.375 | 0.696 | |
| JOIECategory=baseline, Base Model=RE-GCN2026.04 | 0.484 | 0.374 | 0.693 | |
| RE-GCNCategory=base model2026.04 | 0.48 | 0.373 | 0.685 | |
| RETIACategory=base model2026.04 | 0.472 | 0.366 | 0.676 | |
| JOIECategory=baseline, Base Model=RETIA2026.04 | 0.472 | 0.366 | 0.676 | |
| HyperCLCategory=baseline, Base Model=RETIA2026.04 | 0.471 | 0.366 | 0.675 | |
| LLM-DACategory=baseline, Base Model=RETIA2026.04 | 0.433 | 0.333 | 0.632 |