Temporal Knowledge Graph Entity Extrapolation on ICEWS 18 short (test)
27.66Hits@1CID-TKG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CID-TKGType=collaborative evolutionary learning2026.03 | 27.66 | 38.88 | 43.78 | 61.16 | |
| HisRESType=embedding-based2026.03 | 26.46 | 37.69 | 42.75 | 59.7 | |
| AnReType=LLM-based2026.03 | 26 | 35.5 | 39.2 | 56.7 | |
| HTCCNType=embedding-based2026.03 | 24.9 | 35.63 | 39.26 | — | |
| LogCLType=embedding-based2026.03 | 24.53 | 35.67 | 40.32 | 57.74 | |
| RPCType=embedding-based2026.03 | 24.34 | 34.91 | 38.74 | 55.89 | |
| GenTKGType=LLM-based2026.03 | 24.25 | — | 37.25 | 42.1 | |
| HisMatchType=embedding-based2026.03 | 23.91 | 33.99 | 37.9 | 53.94 | |
| TiRGNType=embedding-based2026.03 | 23.19 | 33.66 | 37.99 | 54.22 | |
| INFERType=path-based2026.03 | 22.39 | 32.22 | 36.41 | 51.52 | |
| RE-GCNType=embedding-based2026.03 | 22.39 | 32.62 | 36.79 | 52.68 | |
| RETIAType=embedding-based2026.03 | 22.23 | 32.43 | 36.48 | 52.94 | |
| CENType=embedding-based2026.03 | 21.7 | 31.5 | 35.44 | 50.59 | |
| TR-RulesType=path-based2026.03 | 21.1 | 30.41 | 34.58 | 48.92 | |
| TLogicType=path-based2026.03 | 20.54 | 29.82 | 33.95 | 48.53 | |
| RE-NETType=embedding-based2026.03 | 19.73 | 29.78 | 32.55 | 48.46 | |
| TANGOType=embedding-based2026.03 | 19.35 | 28.68 | 32.17 | 47.04 |