Sparse Knowledge Graph Reasoning on FB15K-237 (10% sparse)
0.257MRRHoGRN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HoGRNMethod Category=Embedding-based2025.12 | 0.257 | 27.5 | 41.2 | |
| TuckERMethod Category=Embedding-based2025.12 | 0.252 | 27.2 | 40.4 | |
| ConvEMethod Category=Embedding-based2025.12 | 0.245 | 26.2 | 39.1 | |
| NBFNetMethod Category=Embedding-based2025.12 | 0.241 | 26.3 | 38.8 | |
| StruProKGRMethod Category=Path-based2025.12 | 0.234 | 25.2 | 37.3 | |
| SparKGRMethod Category=Path-based2025.12 | 0.228 | 24.5 | 35 | |
| LoGReMethod Category=Path-based2025.12 | 0.228 | 24.5 | 36.2 | |
| Hi-KnowEMethod Category=Path-based2025.12 | 0.224 | 25.5 | 34.1 | |
| DacKGRMethod Category=Path-based2025.12 | 0.218 | 23.9 | 33.7 | |
| KRACLMethod Category=Embedding-based2025.12 | 0.164 | 17 | 21.2 | |
| AnyBURLMethod Category=Rule-based2025.12 | 0.149 | 15.5 | 26.7 | |
| RLvLRMethod Category=Rule-based2025.12 | 0.107 | 12.2 | 20.6 | |
| TransEMethod Category=Embedding-based2025.12 | 0.105 | 15.9 | 27.9 | |
| NTPMethod Category=Rule-based2025.12 | 0.083 | 11.4 | 16.9 |