Inductive Query Answering on FB15k-237 Ratio 113%
38.6Avg Path Score (P)InductWave
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveRatio=113%, Number of Layers=32026.07 | 38.6 | 32.1 | 55.2 | 25.8 | 19.6 | 60.8 | 75.2 | 41.9 | 28.8 | 24.4 | 15.6 | 19.6 | 32.3 | 18.1 | 14.7 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GNN-QERatio=113%2026.07 | 35.6 | 29.6 | 58.3 | 21.4 | 16.6 | 51.8 | 63.5 | 37.3 | 26.8 | 29.4 | 14.9 | 20.7 | 24.9 | 14.8 | 13 | 21.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InductWaveRatio=113%, Number of Layers=22026.07 | 33.1 | 27.6 | 54.6 | 20.6 | 16.4 | 47 | 59.3 | 35.1 | 24.9 | 25 | 14.7 | 18.7 | 23.8 | 14.6 | 13.5 | 18.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QE w/ GNNRatio=113%2026.07 | 32.9 | — | 46.8 | 20.2 | 7.8 | 44.7 | 52 | 31.2 | 33.1 | 41 | 19.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QERatio=113%2026.07 | 3.9 | — | 10.7 | 3.4 | 2.8 | 3.2 | 4 | 3 | 3.2 | 2.1 | 2.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type HeuristicRatio=113%2026.07 | 3.6 | 2.7 | 10.4 | 2.9 | 2.9 | 2.8 | 3.8 | 2.7 | 2.4 | 1.3 | 2.9 | 0.7 | 0.8 | 2.3 | 1.4 | 0.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6 | 7.7 | 18.5 | 6.2 | 6.4 | 7.2 | 9.8 | 6.5 | 5.3 | 3.3 | 6 | 1.9 | 1.9 | 5.8 | 3.2 | 1.8 | |
| GNN-QE2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.7 | 46.9 | 70.9 | 31.9 | 26.1 | 66.4 | 76.3 | 50.6 | 36.7 | 40 | 23.4 | 31 | 38.3 | 24.7 | 20.4 | 33.4 | |
| InductWaveNumber of Layers=32026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.2 | 50.7 | 69 | 38.8 | 30.5 | 75.8 | 86.4 | 55.7 | 39.2 | 35.8 | 25.1 | 30.9 | 46.1 | 29.5 | 24.8 | 31 | |
| InductWaveNumber of Layers=22026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.2 | 44.2 | 66.6 | 31.5 | 26.2 | 61.7 | 72.3 | 47.6 | 34.6 | 34.6 | 22.8 | 27.3 | 36.4 | 24.7 | 21 | 27.3 | |
| NodePiece-QEIntegration with GNN=false2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.7 | 23 | 7 | 5.9 | 8.1 | 10.4 | 7.5 | 6.4 | 4.4 | 5.3 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=true2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.1 | 61.9 | 28.4 | 12.1 | 60.7 | 68.8 | 44.1 | 44.9 | 56 | 28.8 | — | — | — | — | — |