Inductive Temporal Knowledge Graph Link Prediction on ICEWS 05-15 (5:2:3 chronological split)
26.17Hits@3TRANSFIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRANSFIRCategory=Ours2026.04 | 26.17 | 22.04 | 38.27 | |
| LogCL(2024)Category=Graph-based2026.04 | 24.52 | 19.17 | 28.55 | |
| CompGCN(2020)Category=Inductive2026.04 | 21.03 | 18.85 | 24.79 | |
| HisRes(2025)Category=Graph-based2026.04 | 13.32 | 13.25 | 14.07 | |
| MGESL(2024)Category=Graph-based2026.04 | 11.66 | 10.69 | 15.63 | |
| GenTKG(2024)Category=Path2026.04 | 11.05 | — | 18.73 | |
| REGCN(2021)Category=Graph-based2026.04 | 9.61 | 8.87 | 18.03 | |
| MLEMKD(2025)Category=Graph-based2026.04 | 8.48 | 8.33 | 17.17 | |
| InGram(2023)Category=Inductive2026.04 | 7.93 | 7.71 | 14.54 | |
| ECEformer(2024)Category=Path2026.04 | 6.42 | 5.87 | 11.41 | |
| TILP(2024)Category=Path2026.04 | 3.74 | 3.58 | 10.3 | |
| ICL(2023)Category=Inductive2026.04 | 3.02 | 2.54 | 3.73 | |
| HiSMatch(2022)Category=Graph-based2026.04 | 2.38 | 2.42 | 4.43 | |
| MorsE(2022)Category=Inductive2026.04 | 1.67 | 3.81 | 4.39 | |
| TLogic(2022)Category=Path2026.04 | 1.08 | 1.21 | 2.85 | |
| CyGNet(2021)Category=Graph-based2026.04 | 0.2 | 0.31 | 0.48 | |
| PPT(2023)Category=Inductive2026.04 | 0.05 | 0.15 | 0.22 |