Inductive Query Answering on FB15k-237 Ratio 106%
38.1Average Path ScoreNodePiece-QE w/ GNN
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NodePiece-QE w/ GNNRatio=106%2026.07 | 38.1 | — | 52.7 | 24.7 | 8.5 | 52.2 | 58.1 | 33 | 41 | 48.8 | 23.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InductWaveRatio=106%, Number of Layers=32026.07 | 35.8 | 30.3 | 56.8 | 23.7 | 17.5 | 52.9 | 60.6 | 34.6 | 27.2 | 32.7 | 16.6 | 23.7 | 21.7 | 14.5 | 13.8 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GNN-QERatio=106%2026.07 | 35.2 | 29.6 | 57.3 | 23.8 | 17.7 | 51.3 | 59.8 | 34 | 24.7 | 31.2 | 17.2 | 23.6 | 21.6 | 14.3 | 12.1 | 25.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InductWaveRatio=106%, Number of Layers=22026.07 | 31.8 | 26.7 | 50.8 | 21.3 | 15.7 | 46.9 | 57.1 | 30.8 | 23.2 | 25.4 | 15 | 19 | 20.8 | 13.1 | 13.5 | 21.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QERatio=106%2026.07 | 4.7 | — | 17.3 | 3.2 | 1.7 | 4.5 | 6.6 | 2.2 | 3.2 | 1.4 | 1.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type HeuristicRatio=106%2026.07 | 3.3 | 2.6 | 10 | 2.9 | 2 | 3.1 | 4.2 | 2.1 | 2 | 1.3 | 2.2 | 0.5 | 0.8 | 1.9 | 1.5 | 1.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.8 | 7.2 | 16.5 | 6.3 | 4.9 | 8 | 10.9 | 5.6 | 4.8 | 3.1 | 5 | 1.7 | 1.9 | 5.7 | 3.1 | 3.3 | |
| GNN-QE2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.5 | 46.5 | 69.6 | 35.3 | 27.8 | 66.1 | 71.8 | 45.1 | 34.9 | 40.9 | 27 | 32.3 | 34.6 | 23 | 22.2 | 36.5 | |
| InductWaveNumber of Layers=32026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.7 | 47.4 | 69.3 | 35.5 | 29.4 | 67.1 | 72.4 | 45.7 | 37.1 | 41.9 | 27.9 | 34.4 | 35.4 | 24.3 | 22.8 | 40.4 | |
| InductWaveNumber of Layers=22026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.6 | 43.1 | 63.3 | 33.7 | 27.6 | 60.9 | 69.2 | 41.5 | 32.5 | 32.8 | 26.1 | 25.2 | 33 | 21.9 | 28 | 30.1 | |
| NodePiece-QEIntegration with GNN=false2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.8 | 24.2 | 7.2 | 4.1 | 9.1 | 13.3 | 5.9 | 6.7 | 3.9 | 4.7 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=true2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.8 | 66.8 | 33.9 | 12.6 | 67.1 | 73.1 | 46.1 | 54.2 | 62.7 | 31.8 | — | — | — | — | — |