Temporal Knowledge Graph Entity Extrapolation on GDELT large-scale (test)
27.41MRRCID-TKG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CID-TKGType=collaborative evolutionary learning2026.03 | 27.41 | 17.76 | 29.92 | 47.03 | |
| HisRESType=embedding-based2026.03 | 26.58 | 16.9 | 29.07 | 46.31 | |
| AnReType=LLM-based2026.03 | 24.3 | 16.6 | 26.6 | 37.5 | |
| LogCLType=embedding-based2026.03 | 23.75 | 14.64 | 25.6 | 42.33 | |
| HTCCNType=embedding-based2026.03 | 23.46 | 15.18 | 25.21 | — | |
| RPCType=embedding-based2026.03 | 22.41 | 14.42 | 24.36 | 38.33 | |
| HisMatchType=embedding-based2026.03 | 22.01 | 14.45 | 23.8 | 36.61 | |
| TiRGNType=embedding-based2026.03 | 21.67 | 13.63 | 23.27 | 37.6 | |
| CENType=embedding-based2026.03 | 20.39 | 12.96 | 21.77 | 34.97 | |
| RETIAType=embedding-based2026.03 | 20.12 | 12.76 | 21.45 | 34.49 | |
| RE-GCNType=embedding-based2026.03 | 19.69 | 12.46 | 20.93 | 33.81 | |
| RE-NETType=embedding-based2026.03 | 19.55 | 12.38 | 20.8 | 34 | |
| TANGOType=embedding-based2026.03 | 19.53 | 12.43 | 20.79 | 33.19 |