Temporal Knowledge Graph Entity Extrapolation on ICEWS14s (test)
41.49Hits@1CID-TKG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CID-TKGType=collaborative evolutionary learning2026.03 | 41.49 | 51.93 | 57.38 | 72.32 | |
| CHE-TKGType=Dual-views2026.05 | 41.37 | 51.91 | — | 72.17 | |
| HisRESType=embedding-based2026.03 | 39.57 | 50.48 | 56.65 | 71.09 | |
| LogCLType=embedding-based2026.03 | 37.76 | 48.87 | 54.71 | 70.26 | |
| LLM-DAType=LLM-based2026.03 | 36.9 | 47.1 | 52.6 | 67.1 | |
| AnReType=LLM-based2026.03 | 36.9 | 47.4 | 51.1 | 65.7 | |
| LLM-DAType=LLM-based2026.05 | 36.9 | 47.1 | — | 67.1 | |
| AnReType=LLM-based2026.05 | 36.9 | 47.4 | — | 65.7 | |
| GenTKGType=LLM-based2026.03 | 36.85 | — | 47.95 | 53.5 | |
| GenTKGType=LLM-based2026.05 | 36.85 | — | — | 53.5 | |
| HTCCNType=embedding-based2026.03 | 36.58 | 45.39 | 50.84 | — | |
| HisMatchType=embedding-based2026.03 | 35.91 | 46.42 | 51.63 | 66.84 | |
| TempValidType=Path-based2026.05 | 35.5 | 45.78 | — | 65.06 | |
| INFERType=path-based2026.03 | 35.03 | 44.46 | 49.37 | 62.31 | |
| INFERType=Path-based2026.05 | 35.03 | 44.46 | — | 62.31 | |
| TiRGNType=embedding-based2026.03 | 34.26 | 44.75 | 50.17 | 65.28 | |
| TR-RulesType=path-based2026.03 | 33.96 | 43.32 | 48.55 | 61.17 | |
| TR-RulesType=Path-based2026.05 | 33.96 | 43.32 | — | 61.17 | |
| TLogicType=path-based2026.03 | 33.56 | 43.04 | 48.27 | 61.23 | |
| TLogicType=Path-based2026.05 | 33.56 | 43.04 | — | 61.23 | |
| RETIAType=embedding-based2026.03 | 32.28 | 42.76 | 47.77 | 62.75 | |
| CENType=embedding-based2026.03 | 32.08 | 42.2 | 47.46 | 61.31 | |
| RE-GCNType=embedding-based2026.03 | 31.96 | 42.39 | 47.62 | 62.29 | |
| TANGOType=embedding-based2026.03 | 27.43 | 36.8 | 40.89 | 54.93 | |
| RE-NETType=embedding-based2026.03 | 26.83 | 36.93 | 39.51 | 54.78 | |
| MESHType=LLM-based2026.05 | — | 44.36 | — | 64.21 |