Temporal Knowledge Graph Entity Extrapolation on ICEWS long-term 05-15 (test)
60.44MRRCID-TKG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CID-TKGType=collaborative evolutionary learning2026.03 | 60.44 | 50.13 | 66.93 | 79.48 | |
| CHE-TKGType=Dual-views2026.05 | 60.37 | 50.04 | — | 79.44 | |
| HisRESType=embedding-based2026.03 | 59.07 | 48.62 | 65.66 | 78.48 | |
| LogCLType=embedding-based2026.03 | 57.04 | 46.07 | 63.72 | 77.87 | |
| HisMatchType=embedding-based2026.03 | 52.85 | 42.01 | 59.05 | 73.28 | |
| LLM-DAType=LLM-based2026.03 | 52.1 | 41.6 | 58.6 | 72.8 | |
| LLM-DAType=LLM-based2026.05 | 52.1 | 41.6 | — | 72.8 | |
| HTCCNType=embedding-based2026.03 | 51.94 | 40.32 | 57.79 | — | |
| RPCType=embedding-based2026.03 | 51.14 | 39.47 | 57.11 | 71.75 | |
| AnReType=LLM-based2026.03 | 50.9 | 39.1 | 58 | 69.6 | |
| AnReType=LLM-based2026.05 | 50.9 | 39.1 | — | 69.6 | |
| TempValidType=Path-based2026.05 | 50.31 | 39.46 | — | 70.55 | |
| TiRGNType=embedding-based2026.03 | 50.04 | 39.25 | 56.13 | 70.71 | |
| INFERType=path-based2026.03 | 48.73 | 38.32 | 54.61 | 68.48 | |
| INFERType=Path-based2026.05 | 48.73 | 38.32 | — | 68.48 | |
| MESHType=LLM-based2026.05 | 48.66 | — | — | 68.57 | |
| RE-GCNType=embedding-based2026.03 | 48.03 | 37.33 | 53.9 | 68.51 | |
| TR-RulesType=path-based2026.03 | 47.64 | 37.06 | 53.8 | 67.57 | |
| TR-RulesType=Path-based2026.05 | 47.64 | 37.06 | — | 67.57 | |
| RETIAType=embedding-based2026.03 | 47.26 | 36.64 | 52.9 | 67.76 | |
| TLogicType=path-based2026.03 | 46.97 | 36.21 | 53.13 | 67.43 | |
| TLogicType=Path-based2026.05 | 46.97 | 36.21 | — | 67.43 | |
| CENType=embedding-based2026.03 | 46.84 | 36.38 | 52.45 | 67.01 | |
| RE-NETType=embedding-based2026.03 | 43.67 | 33.55 | 48.83 | 62.72 | |
| TANGOType=embedding-based2026.03 | 42.86 | 32.72 | 48.14 | 62.34 |