Temporal Knowledge Graph Reasoning on ICEWS0515
58.53MRREnsemble
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EnsembleEvaluation Setting=Original2026.05 | 58.53 | 47.48 | 65.43 | 79.23 | — | |
| LogCLEvaluation Setting=Original2026.05 | 56.95 | 45.88 | 63.73 | 77.79 | — | |
| TiRGNEvaluation Setting=Original2026.05 | 49.9 | 38.95 | 56.13 | 70.69 | — | |
| TITerEvaluation Setting=Original2026.05 | 48.03 | 38.61 | 53.03 | 65.42 | — | |
| RE-GCNEvaluation Setting=Original2026.05 | 47.93 | 37.32 | 53.78 | 68.16 | — | |
| TLogicEvaluation Setting=Original2026.05 | 46.56 | 35.48 | 53.27 | 67.25 | — | |
| EnsembleEvaluation Setting=Striking-aware2026.05 | 46.1 | 34.17 | 52.61 | 69.41 | 21.24 | |
| LogCLEvaluation Setting=Striking-aware2026.05 | 45.39 | 33.62 | 51.75 | 68.38 | 20.3 | |
| RecurrencyEvaluation Setting=Original2026.05 | 44.39 | 35.68 | 49.26 | 60.54 | — | |
| TiRGNEvaluation Setting=Striking-aware2026.05 | 35.01 | 24.12 | 40.08 | 56.52 | 29.84 | |
| RE-GCNEvaluation Setting=Striking-aware2026.05 | 33.73 | 23.39 | 38.33 | 54.23 | 29.63 | |
| TITerEvaluation Setting=Striking-aware2026.05 | 31.39 | 22.43 | 34.85 | 48.81 | 34.65 | |
| TLogicEvaluation Setting=Striking-aware2026.05 | 30.65 | 20.5 | 35.65 | 50.69 | 34.17 | |
| RecurrencyEvaluation Setting=Striking-aware2026.05 | 26.66 | 18.89 | 30.05 | 41.61 | 39.94 |