Inductive Temporal Knowledge Graph Link Prediction on GDELT (5:2:3 chronological split)
0.1129Hits@3TRANSFIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRANSFIRCategory=Ours2026.04 | 0.1129 | 0.1103 | 0.2278 | |
| CompGCN(2020)Category=Inductive2026.04 | 0.0791 | 0.0472 | 0.0934 | |
| TLogic(2022)Category=Path2026.04 | 0.0749 | 0.0733 | 0.1131 | |
| HisRes(2025)Category=Graph-based2026.04 | 0.0737 | 0.0416 | 0.0932 | |
| GenTKG(2024)Category=Path2026.04 | 0.0734 | — | 0.1013 | |
| LogCL(2024)Category=Graph-based2026.04 | 0.0479 | 0.0473 | 0.0973 | |
| MGESL(2024)Category=Graph-based2026.04 | 0.0471 | 0.0516 | 0.0815 | |
| InGram(2023)Category=Inductive2026.04 | 0.043 | 0.0471 | 0.0847 | |
| PPT(2023)Category=Inductive2026.04 | 0.0425 | 0.0406 | 0.0764 | |
| ECEformer(2024)Category=Path2026.04 | 0.041 | 0.0426 | 0.0872 | |
| ICL(2023)Category=Inductive2026.04 | 0.0326 | 0.0277 | 0.0362 | |
| MLEMKD(2025)Category=Graph-based2026.04 | 0.0215 | 0.0229 | 0.0436 | |
| REGCN(2021)Category=Graph-based2026.04 | 0.0209 | 0.0222 | 0.0393 | |
| HiSMatch(2022)Category=Graph-based2026.04 | 0.0141 | 0.0159 | 0.027 | |
| MorsE(2022)Category=Inductive2026.04 | 0.004 | 0.0039 | 0.0152 | |
| CyGNet(2021)Category=Graph-based2026.04 | 0.0031 | 0.0067 | 0.0147 | |
| TILP(2024)Category=Path2026.04 | 0.0025 | 0.0053 | 0.0084 |