Inductive Query Answering on FB15k-237 Ratio 133%
39.4Avg Path Score (P)InductWave
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveRatio=133%, Number of Layers=32026.07 | 39.4 | 33.1 | 56.7 | 26.4 | 20.9 | 61 | 75.2 | 42.6 | 29.3 | 25.3 | 17.4 | 21.4 | 33.2 | 18.8 | 16.2 | 18.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GNN-QERatio=133%2026.07 | 38.8 | 32.3 | 55.3 | 26.1 | 20.2 | 60.3 | 74.6 | 41.6 | 28.8 | 25.9 | 16.8 | 18.9 | 31.1 | 17.7 | 15.9 | 19.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InductWaveRatio=133%, Number of Layers=22026.07 | 35.9 | 29.3 | 51.5 | 25.3 | 19.8 | 55.5 | 70.6 | 38.2 | 26.3 | 20.2 | 15.6 | 15.3 | 28.2 | 16.6 | 13.9 | 13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QE w/ GNNRatio=133%2026.07 | 29.2 | — | 43.5 | 20.1 | 7.7 | 38 | 48.3 | 29.5 | 28.8 | 28.8 | 18.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QERatio=133%2026.07 | 5.1 | — | 12.3 | 5 | 4 | 4.9 | 5.6 | 4.1 | 4.6 | 2.7 | 3.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type HeuristicRatio=133%2026.07 | 4.3 | 3.3 | 8.7 | 4.1 | 3.8 | 4.1 | 5.3 | 3.5 | 3.5 | 1.8 | 3.4 | 1 | 1.2 | 3.3 | 1.9 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.4 | 9.3 | 16.7 | 8.7 | 8.7 | 9.9 | 12.6 | 8.5 | 7.1 | 4.5 | 7.3 | 2.4 | 2.8 | 8.3 | 3.9 | 2.3 | |
| GNN-QE2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44 | 50.7 | 68.9 | 38.4 | 30.7 | 75.1 | 86.1 | 55 | 38.8 | 36.8 | 26.2 | 29.4 | 45.3 | 29.3 | 25.3 | 30.5 | |
| InductWaveNumber of Layers=32026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.2 | 51.6 | 69.1 | 39.8 | 31.8 | 75.6 | 86.6 | 56.6 | 40.3 | 36.8 | 27.5 | 32 | 47.5 | 30.2 | 28.6 | 30.7 | |
| InductWaveNumber of Layers=22026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.7 | 47.5 | 65.2 | 37.1 | 30.5 | 70.7 | 82.6 | 51.3 | 35.9 | 30.6 | 24 | 25.2 | 41.3 | 27.9 | 23.5 | 24 | |
| NodePiece-QEIntegration with GNN=false2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.8 | 23.1 | 10 | 8.3 | 11.1 | 13 | 9.7 | 8.8 | 5.8 | 7 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=true2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.1 | 60.7 | 30.2 | 13.4 | 56 | 66.9 | 43.8 | 39.7 | 42 | 26.3 | — | — | — | — | — |