Inductive Query Answering on FB15k-237 Ratio 150%
49.7Average Success Rate (p)InductWave
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveNumber of Layers=32026.07 | 49.7 | 42.2 | 66.2 | 38.3 | 30.5 | 73.8 | 84.6 | 56 | 40.1 | 32.8 | 25.2 | 25.2 | 42.1 | 29.7 | 21.1 | 24.8 | |
| GNN-QE2026.07 | 48.6 | 40.5 | 66.8 | 36.2 | 28 | 72.4 | 83.5 | 55.5 | 39.5 | 31.6 | 23.5 | 23.3 | 39.8 | 27.8 | 18.2 | 20.9 | |
| InductWaveNumber of Layers=22026.07 | 47.8 | 40.6 | 63.2 | 37.1 | 30.2 | 70.8 | 82.7 | 53.7 | 40 | 28.4 | 24.5 | 23.8 | 40.1 | 29.8 | 21.7 | 22.1 | |
| InductWaveRatio=150%, Number of Layers=32026.07 | 38 | 30.6 | 53.8 | 25.7 | 19.8 | 59.2 | 73.4 | 42.7 | 29.9 | 21.7 | 15.8 | 15.4 | 27.6 | 17.8 | 12.5 | 13.5 | |
| GNN-QERatio=150%2026.07 | 37.1 | 29.6 | 54.6 | 24.3 | 18 | 58 | 72.4 | 42.3 | 28.9 | 20.3 | 15 | 13.6 | 25.4 | 16.7 | 11.1 | 12.9 | |
| NodePiece-QEIntegration with GNN=true2026.07 | 36.8 | — | 55.3 | 25.8 | 12.2 | 49.7 | 59.8 | 37.3 | 32.6 | 35.8 | 22.4 | — | — | — | — | — | |
| InductWaveRatio=150%, Number of Layers=22026.07 | 36.7 | 29.6 | 52 | 25.1 | 19.6 | 56.3 | 71.5 | 40.9 | 30 | 19 | 15.5 | 15.2 | 26.1 | 18 | 13 | 12.4 | |
| NodePiece-QE w/ GNNRatio=150%2026.07 | 24.1 | — | 38.3 | 16.2 | 6.5 | 32.2 | 40.9 | 23.3 | 21.9 | 22.8 | 14.3 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=false2026.07 | 10.6 | — | 23.5 | 9.2 | 7.3 | 11.5 | 13.1 | 9.7 | 8.6 | 5.8 | 6.8 | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | 10 | 7.9 | 18.9 | 8.9 | 9.4 | 10.4 | 13.2 | 8.8 | 8.2 | 4.6 | 7.7 | 2.3 | 3 | 9.3 | 3.5 | 2.1 | |
| NodePiece-QERatio=150%2026.07 | 5.4 | — | 14.2 | 4.7 | 3.4 | 5.1 | 5.6 | 4.4 | 4.8 | 2.8 | 3.3 | — | — | — | — | — | |
| Edge-type HeuristicRatio=150%2026.07 | 4.6 | 3.6 | 10.2 | 4.1 | 4.2 | 4.3 | 5.5 | 3.8 | 4.2 | 1.9 | 3.6 | 1 | 1.3 | 3.7 | 1.7 | 0.9 |