Sparse Knowledge Graph Reasoning on FB15k-237 (20% sparse)
26.8MRRTuckER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TuckERMethod Category=Embedding-based2025.12 | 26.8 | 28.9 | 42.8 | |
| StruProKGRMethod Category=Path-based2025.12 | 26.7 | 28.8 | 42.1 | |
| ConvEMethod Category=Embedding-based2025.12 | 26.1 | 28.3 | 41.8 | |
| LoGReMethod Category=Path-based2025.12 | 26.1 | 28 | 41.3 | |
| NBFNetMethod Category=Embedding-based2025.12 | 26 | 27.8 | 41.7 | |
| DT4KGRMethod Category=Path-based2025.12 | 25.4 | — | 40.1 | |
| SparKGRMethod Category=Path-based2025.12 | 25.2 | 27.7 | 39.1 | |
| Hi-KnowEMethod Category=Path-based2025.12 | 24.7 | 27.7 | 38.1 | |
| DacKGRMethod Category=Path-based2025.12 | 24.2 | 27.2 | 38.9 | |
| NTPMethod Category=Rule-based2025.12 | 17.3 | 16.1 | 21.7 | |
| KRACLMethod Category=Embedding-based2025.12 | 17 | 16.9 | 19.8 | |
| AnyBURLMethod Category=Rule-based2025.12 | 16.4 | 16.7 | 29.3 | |
| RLvLRMethod Category=Rule-based2025.12 | 13.2 | 15.2 | 27.1 | |
| TransEMethod Category=Embedding-based2025.12 | 12.3 | 18 | 31.3 |