Knowledge Graph Completion on Family (test)
95.25MRRGRiD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GRiDParadigm=Rule-based2026.05 | 95.25 | 91.54 | 98.32 | |
| AnyBURLParadigm=Rule-based2026.05 | 93.99 | 88.46 | 94.9 | |
| NCRLParadigm=Rule-based2026.05 | 91.33 | 85.24 | 99.31 | |
| ChatRuleParadigm=Rule-based2026.05 | 90.62 | 85.45 | 96.84 | |
| SpeedEParadigm=Embedding2026.05 | 90.28 | 82.72 | 98.47 | |
| DRUMParadigm=Rule-based2026.05 | 89.03 | 82.76 | 99.06 | |
| Neural-LPParadigm=Rule-based2026.05 | 88.12 | 79.28 | 98.53 | |
| RLogicParadigm=Rule-based2026.05 | 88.08 | 80.81 | 97.27 | |
| AMIEParadigm=Rule-based2026.05 | 87.74 | 80.47 | 98.83 | |
| RNNLogicParadigm=Rule-based2026.05 | 86.74 | 79.4 | 95.18 | |
| RotatEParadigm=Embedding2026.05 | 86.7 | 77.43 | 93.21 | |
| NBFNetParadigm=GNN-based2026.05 | 84.16 | 76.03 | 97.71 | |
| A*NetParadigm=GNN-based2026.05 | 82.35 | 72.37 | 96.67 | |
| ComplExParadigm=Embedding2026.05 | 81.11 | 72.12 | 93.63 | |
| CompGCNParadigm=GNN-based2026.05 | 75.35 | 58.83 | 88.83 | |
| DistMultParadigm=Embedding2026.05 | 54.17 | 36 | 88.45 | |
| TransEParadigm=Embedding2026.05 | 45.21 | 22.34 | 87.45 |