Temporal Knowledge Graph reasoning on GDELT
23.25MRRDGAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DGAR2025.06 | 23.25 | 17.38 | 51.39 | |
| DGAR2025.06 | 23.25 | 17.38 | 51.39 | |
| RE-NETModel Type=Temporal2021.06 | 19 | 11.6 | 33.5 | |
| CluSTeRModel Type=Temporal2021.06 | 18.3 | 11.6 | 31.9 | |
| CyGNetModel Type=Temporal2021.06 | 18 | 10.9 | 31.6 | |
| RGCRNModel Type=Temporal2021.06 | 17.7 | 10.9 | 30.9 | |
| EvolveRGCNModel Type=Temporal2021.06 | 17.4 | 11 | 29.9 | |
| ConvEModel Type=Static2021.06 | 17.3 | 10.4 | 31.3 | |
| DyRepModel Type=Temporal2021.06 | 16.3 | 11.8 | 23.9 | |
| Know-EvolveModel Type=Temporal2021.06 | 15.9 | 11.7 | 22.3 | |
| DistMultModel Type=Static2021.06 | 15.6 | 9.3 | 28 | |
| TIE2025.06 | 15.56 | 8.94 | 30.98 | |
| TIE2025.06 | 15.56 | 8.94 | 30.98 | |
| ER2025.06 | 15.42 | 8.97 | 30.42 | |
| ER2025.06 | 15.42 | 8.97 | 30.42 | |
| IncDE2025.06 | 15.14 | 8.64 | 28.86 | |
| IncDE2025.06 | 15.14 | 8.64 | 28.86 | |
| FT2025.06 | 14.74 | 8.73 | 29.05 | |
| FT2025.06 | 14.74 | 8.73 | 29.05 | |
| LKGE2025.06 | 14.43 | 8.69 | 28.9 | |
| LKGE2025.06 | 14.43 | 8.69 | 28.9 | |
| ComplExModel Type=Static2021.06 | 12.3 | 8 | 20.6 | |
| MINERVAModel Type=Static2021.06 | 12.1 | 10 | 16.7 | |
| RGCNModel Type=Static2021.06 | 10.9 | 4.6 | 22.6 | |
| RotatEModel Type=Static2021.06 | 5.3 | 1.2 | 12.5 |