Temporal Knowledge Graph Extrapolation Reasoning on ICEWS 05-15
69.84MRRDynaGen
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DynaGentask=extrapolation2025.12 | 69.84 | 63.52 | 73.1 | 81.85 | |
| ECEformertask=extrapolation2025.12 | 68.47 | 61.59 | 72.29 | 81.22 | |
| L2TKGtask=extrapolation2025.12 | 57.43 | 41.86 | — | 80.69 | |
| LogCLtask=extrapolation2025.12 | 57.04 | 46.07 | 63.72 | 77.87 | |
| DREAMtask=extrapolation2025.12 | 56.8 | 47.3 | 65.1 | 78.6 | |
| DyMemRtask=extrapolation2025.12 | 53.76 | 44.68 | 58.66 | 70.84 | |
| CSItask=extrapolation2025.12 | 53.3 | 42.5 | 59.2 | 73.6 | |
| LLMDAtask=extrapolation2025.12 | 52.1 | 41.6 | 58.6 | 72.8 | |
| THCNtask=extrapolation2025.12 | 51.94 | 40.32 | 57.79 | 72.18 | |
| TempValidtask=extrapolation2025.12 | 50.31 | 39.46 | 56.71 | 70.55 | |
| RE-GCNtask=extrapolation2025.12 | 48.03 | 37.33 | 53.9 | 68.51 |