Sparse Knowledge Graph Reasoning on FB15K-237 (50% sparse)
0.316MRRNBFNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NBFNetMethod Category=Embedding-based2025.12 | 0.316 | 34.1 | 50.3 | |
| TuckERMethod Category=Embedding-based2025.12 | 0.314 | 34.2 | 50.1 | |
| ConvEMethod Category=Embedding-based2025.12 | 0.313 | 34.2 | 50.1 | |
| StruProKGRMethod Category=Path-based2025.12 | 0.304 | 33.3 | 47.6 | |
| DT4KGRMethod Category=Path-based2025.12 | 0.297 | — | 46.2 | |
| LoGReMethod Category=Path-based2025.12 | 0.297 | 32.7 | 46.4 | |
| DacKGRMethod Category=Path-based2025.12 | 0.293 | 32 | 45.7 | |
| SparKGRMethod Category=Path-based2025.12 | 0.292 | 32 | 46.2 | |
| KRACLMethod Category=Embedding-based2025.12 | 0.222 | 26.8 | 44.4 | |
| NTPMethod Category=Rule-based2025.12 | 0.222 | 23.1 | 30.7 | |
| RLvLRMethod Category=Rule-based2025.12 | 0.199 | 20.8 | 32.4 | |
| AnyBURLMethod Category=Rule-based2025.12 | 0.198 | 21.3 | 35.1 | |
| TransEMethod Category=Embedding-based2025.12 | 0.177 | 23.4 | 40.4 |