Temporal Knowledge Graph extrapolation on ICEWS 14
0.601MRROntoTKGE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OntoTKGECategory=ours, Base Model=HisRES2026.04 | 0.601 | 0.476 | 0.838 | |
| OntoTKGECategory=ours, Base Model=LogCL2026.04 | 0.597 | 0.472 | 0.839 | |
| OntoTKGECategory=ours, Base Model=TiRGN2026.04 | 0.562 | 0.438 | 0.798 | |
| OntoTKGECategory=ours, Base Model=RETIA2026.04 | 0.554 | 0.426 | 0.797 | |
| OntoTKGECategory=ours, Base Model=RE-GCN2026.04 | 0.541 | 0.415 | 0.782 | |
| LLM-DACategory=baseline, Base Model=HisRES2026.04 | 0.5 | 0.396 | 0.694 | |
| LLM-DACategory=baseline, Base Model=LogCL2026.04 | 0.496 | 0.377 | 0.719 | |
| HisRESCategory=base model2026.04 | 0.495 | 0.385 | 0.693 | |
| JOIECategory=baseline, Base Model=HisRES2026.04 | 0.494 | 0.382 | 0.69 | |
| HyperCLCategory=baseline, Base Model=HisRES2026.04 | 0.492 | 0.381 | 0.688 | |
| JOIECategory=baseline, Base Model=LogCL2026.04 | 0.488 | 0.372 | 0.714 | |
| HyperCLCategory=baseline, Base Model=LogCL2026.04 | 0.488 | 0.371 | 0.715 | |
| LogCLCategory=base model2026.04 | 0.485 | 0.368 | 0.715 | |
| LLM-DACategory=baseline, Base Model=TiRGN2026.04 | 0.471 | 0.369 | 0.671 | |
| LLM-DACategory=baseline, Base Model=RE-GCN2026.04 | 0.461 | 0.356 | 0.662 | |
| JOIECategory=baseline, Base Model=TiRGN2026.04 | 0.452 | 0.343 | 0.664 | |
| HyperCLCategory=baseline, Base Model=TiRGN2026.04 | 0.452 | 0.343 | 0.663 | |
| ANELCategory=baseline, Base Model=TiRGN2026.04 | 0.447 | 0.344 | 0.646 | |
| TiRGNCategory=base model2026.04 | 0.446 | 0.343 | 0.647 | |
| ANELCategory=baseline, Base Model=RE-GCN2026.04 | 0.432 | 0.329 | 0.631 | |
| HyperCLCategory=baseline, Base Model=RETIA2026.04 | 0.427 | 0.326 | 0.627 | |
| JOIECategory=baseline, Base Model=RE-GCN2026.04 | 0.423 | 0.322 | 0.62 | |
| JOIECategory=baseline, Base Model=RETIA2026.04 | 0.423 | 0.317 | 0.63 | |
| RE-GCNCategory=base model2026.04 | 0.422 | 0.319 | 0.62 | |
| RETIACategory=base model2026.04 | 0.422 | 0.32 | 0.624 | |
| HyperCLCategory=baseline, Base Model=RE-GCN2026.04 | 0.42 | 0.317 | 0.624 | |
| LLM-DACategory=baseline, Base Model=RETIA2026.04 | 0.408 | 0.312 | 0.602 |