Inductive Temporal Knowledge Graph Link Prediction on ICEWS 14 (5:2:3 chronological split)
0.1935Hits@3TRANSFIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRANSFIRCategory=Ours2026.04 | 0.1935 | 0.1687 | 0.3246 | |
| LogCL(2024)Category=Graph-based2026.04 | 0.177 | 0.1354 | 0.2273 | |
| REGCN(2021)Category=Graph-based2026.04 | 0.1263 | 0.1175 | 0.2232 | |
| HisRes(2025)Category=Graph-based2026.04 | 0.1107 | 0.1169 | 0.2132 | |
| PPT(2023)Category=Inductive2026.04 | 0.1062 | 0.0093 | 0.1716 | |
| GenTKG(2024)Category=Path2026.04 | 0.0983 | — | 0.1919 | |
| CompGCN(2020)Category=Inductive2026.04 | 0.0906 | 0.0682 | 0.1213 | |
| MLEMKD(2025)Category=Graph-based2026.04 | 0.0728 | 0.0685 | 0.1303 | |
| InGram(2023)Category=Inductive2026.04 | 0.0596 | 0.0563 | 0.1138 | |
| ECEformer(2024)Category=Path2026.04 | 0.0496 | 0.0461 | 0.0915 | |
| TILP(2024)Category=Path2026.04 | 0.0471 | 0.0397 | 0.1114 | |
| MGESL(2024)Category=Graph-based2026.04 | 0.0361 | 0.0309 | 0.0603 | |
| HiSMatch(2022)Category=Graph-based2026.04 | 0.0285 | 0.0284 | 0.0418 | |
| ICL(2023)Category=Inductive2026.04 | 0.0261 | 0.0252 | 0.0388 | |
| TLogic(2022)Category=Path2026.04 | 0.0107 | 0.0122 | 0.0257 | |
| CyGNet(2021)Category=Graph-based2026.04 | 0.0098 | 0.0111 | 0.0202 | |
| MorsE(2022)Category=Inductive2026.04 | 0.0074 | 0.0136 | 0.0185 |