Sparse Knowledge Graph Reasoning on WD-singer
0.47MRRHoGRN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HoGRNMethod Category=Embedding-based2025.12 | 0.47 | 51 | 57.8 | |
| StruProKGRMethod Category=Path-based2025.12 | 0.461 | 49.8 | 55.6 | |
| LoGReMethod Category=Path-based2025.12 | 0.459 | 48.9 | 54.5 | |
| NBFNetMethod Category=Embedding-based2025.12 | 0.453 | 49.3 | 58.9 | |
| ConvEMethod Category=Embedding-based2025.12 | 0.448 | 47.8 | 56.9 | |
| TuckERMethod Category=Embedding-based2025.12 | 0.421 | 47.1 | 57.1 | |
| SparKGRMethod Category=Path-based2025.12 | 0.393 | 43.7 | 50.7 | |
| AnyBURLMethod Category=Rule-based2025.12 | 0.392 | 34.1 | 48.6 | |
| DacKGRMethod Category=Path-based2025.12 | 0.377 | 42.1 | 48.5 | |
| RLvLRMethod Category=Rule-based2025.12 | 0.374 | 32 | 47.6 | |
| NTPMethod Category=Rule-based2025.12 | 0.292 | 31.1 | 44.2 | |
| TransEMethod Category=Embedding-based2025.12 | 0.21 | 32.1 | 44.6 | |
| KRACLMethod Category=Embedding-based2025.12 | 0.142 | 13.4 | 20.7 |