Knowledge Graph Completion on UMLS (test)
83.48MRRGRiD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GRiDParadigm=Rule-based2026.05 | 83.48 | 74.89 | 96.48 | |
| ChatRuleParadigm=Rule-based2026.05 | 77.51 | 67.45 | 94.84 | |
| NCRLParadigm=Rule-based2026.05 | 75.53 | 64.44 | 93.15 | |
| RNNLogicParadigm=Rule-based2026.05 | 75.2 | 62.4 | 92.04 | |
| RotatEParadigm=Embedding2026.05 | 74.21 | 63.92 | 94.04 | |
| RLogicParadigm=Rule-based2026.05 | 71.74 | 55.32 | 93.55 | |
| NBFNetParadigm=GNN-based2026.05 | 70.74 | 64.19 | 82.48 | |
| SpeedEParadigm=Embedding2026.05 | 70.35 | 58.62 | 89.65 | |
| TransEParadigm=Embedding2026.05 | 69.86 | 52.14 | 89.19 | |
| AnyBURLParadigm=Rule-based2026.05 | 68.83 | 67.4 | 72.54 | |
| A*NetParadigm=GNN-based2026.05 | 66.37 | 53.63 | 78.37 | |
| AMIEParadigm=Rule-based2026.05 | 64.42 | 60.67 | 74.21 | |
| CompGCNParadigm=GNN-based2026.05 | 62.33 | 50.85 | 72.76 | |
| DRUMParadigm=Rule-based2026.05 | 55.18 | 35.37 | 85.15 | |
| Neural-LPParadigm=Rule-based2026.05 | 48.38 | 33.28 | 77.47 | |
| ComplExParadigm=Embedding2026.05 | 41.29 | 27.93 | 70.92 | |
| DistMultParadigm=Embedding2026.05 | 39.04 | 25.61 | 66.15 |