Temporal Knowledge Graph reasoning on ICEWS 05-15
66.01MRRDGAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DGAR2025.06 | 66.01 | 43.11 | 75.13 | |
| TIE2025.06 | 60.77 | 30.9 | 64.67 | |
| ER2025.06 | 52.5 | 33.34 | 69.07 | |
| IncDE2025.06 | 46.33 | 29.34 | 62.17 | |
| CluSTeRModel Type=Temporal2021.06 | 44.6 | 34.9 | 63 | |
| FT2025.06 | 43.8 | 30.55 | 63.82 | |
| LKGE2025.06 | 43.28 | 30.99 | 64.51 | |
| RE-NETModel Type=Temporal2021.06 | 41.7 | 31.1 | 62 | |
| EvolveRGCNModel Type=Temporal2021.06 | 40.7 | 30.3 | 61.3 | |
| RGCRNModel Type=Temporal2021.06 | 39.4 | 28.7 | 60.4 | |
| CyGNetModel Type=Temporal2021.06 | 37.4 | 27.5 | 56.1 | |
| MINERVAModel Type=Static2021.06 | 30.7 | 25.8 | 39.9 | |
| RGCNModel Type=Static2021.06 | 27.3 | 19.1 | 43.6 | |
| ConvEModel Type=Static2021.06 | 25.2 | 16 | 44.4 | |
| ComplExModel Type=Static2021.06 | 23.1 | 14.5 | 40.6 | |
| RotatEModel Type=Static2021.06 | 19.9 | 10.9 | 38.7 | |
| DistMultModel Type=Static2021.06 | 16.4 | 9.8 | 29.9 |