Sparse Knowledge Graph Reasoning on NELL23K
29.2MRRHoGRN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HoGRNMethod Category=Embedding-based2025.12 | 29.2 | 32.2 | 49.1 | |
| TuckERMethod Category=Embedding-based2025.12 | 27.6 | 30.2 | 46.7 | |
| ConvEMethod Category=Embedding-based2025.12 | 27.6 | 30.1 | 46.4 | |
| NBFNetMethod Category=Embedding-based2025.12 | 27.4 | 28.9 | 46.9 | |
| StruProKGRMethod Category=Path-based2025.12 | 26.2 | 28.5 | 42.7 | |
| LoGReMethod Category=Path-based2025.12 | 25.9 | 27.9 | 41.7 | |
| SparKGRMethod Category=Path-based2025.12 | 20.3 | 22.2 | 33.9 | |
| DacKGRMethod Category=Path-based2025.12 | 19.7 | 20 | 31.6 | |
| AnyBURLMethod Category=Rule-based2025.12 | 17.6 | 18.5 | 25.2 | |
| KRACLMethod Category=Embedding-based2025.12 | 15.8 | 15.8 | 27.6 | |
| RLvLRMethod Category=Rule-based2025.12 | 15.2 | 17.3 | 25 | |
| NTPMethod Category=Rule-based2025.12 | 13.2 | 14.9 | 24.1 | |
| TransEMethod Category=Embedding-based2025.12 | 8.4 | 10.9 | 24.7 |