Knowledge Graph Completion on WN18RR standard (transductive)
57.2MRRQ-GNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Q-GNNType=GNN2026.06 | 57.2 | 52.1 | 59.4 | 66.5 | |
| DiffusionEType=GNN2026.06 | 55.7 | 50.6 | 57.9 | 65.4 | |
| RED-GNNType=GNN2026.06 | 53.8 | 48.9 | 56 | 63.2 | |
| RNNLogicType=Path2026.06 | 51.3 | 47.1 | 53.2 | 59.7 | |
| HousEType=Triple2026.06 | 51.1 | 46.5 | 52.8 | 60.2 | |
| MGTCAType=GNN2026.06 | 51.1 | 47.5 | 52.5 | 59.3 | |
| TCRAType=Path2026.06 | 49.6 | 45.7 | 51.1 | 57.4 | |
| CompoundEType=Triple2026.06 | 49.1 | 45 | 50.8 | 57.6 | |
| MR-SAGCNType=GNN2026.06 | 48.9 | 45 | 50.5 | 56.3 | |
| DRUMType=Path2026.06 | 48.6 | 42.5 | 51.3 | 58.6 | |
| CompGCNType=GNN2026.06 | 47.9 | 44.3 | 49.4 | 54.6 | |
| RotatEType=Triple2026.06 | 47.6 | 42.8 | 49.2 | 57.1 | |
| MSHEType=Triple2026.06 | 46.1 | 42.9 | 47.3 | 53 | |
| LOREType=GNN2026.06 | 36.3 | 32.1 | 38.7 | 43.2 |