Inductive Query Answering on FB15k-237 Ratio 175%
67.21-Path ScoreInductWave
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveNumber of layers=32026.07 | 67.2 | 51.6 | 45.5 | 36.4 | 31.3 | 74.5 | 84.9 | 57.6 | 42.3 | 41.3 | 28.6 | 34.6 | 49 | 29.4 | 26.5 | 33.2 | |
| InductWaveNumber of layers=32026.07 | 65.7 | 43.5 | 50.5 | 39.5 | 32.2 | 72.4 | 82.7 | 57 | 43.2 | 34.5 | 27.8 | 29.2 | 41.6 | 30.9 | 26.4 | 26.6 | |
| InductWaveNumber of Layers=32026.07 | 65.7 | — | 43.5 | 39.5 | 32.2 | 72.4 | 82.7 | 57 | 43.2 | 34.5 | 27.8 | 29.2 | 41.6 | 30.9 | 26.4 | 26.6 | |
| InductWaveNumber of layers=22026.07 | 64.2 | 41.5 | 48.6 | 38.8 | 31 | 71 | 81.5 | 56.1 | 39.5 | 30.4 | 24.9 | 25.2 | 40.7 | 30.8 | 24.8 | 22.8 | |
| InductWaveNumber of Layers=22026.07 | 64.2 | — | 41.5 | 38.8 | 31 | 71 | 81.5 | 56.1 | 39.5 | 30.4 | 24.9 | 25.2 | 40.7 | 30.8 | 24.8 | 22.8 | |
| InductWaveNumber of layers=22026.07 | 63.1 | 47.9 | 41.7 | 33.5 | 29.2 | 70.1 | 81.3 | 54.1 | 38.8 | 33.3 | 27.3 | 29.2 | 43.5 | 28.3 | 24.7 | 26.6 | |
| GNN-QE2026.07 | 62.7 | 50.9 | 44.8 | 37.1 | 32.2 | 72.7 | 83.5 | 57.6 | 43.4 | 38.3 | 30.3 | 32.7 | 46 | 29.4 | 27.2 | 33.4 | |
| GNN-QE2026.07 | 61.4 | 41.4 | 48.1 | 37.1 | 29.2 | 70.5 | 81.4 | 55.5 | 39.2 | 33.7 | 24.8 | 28.4 | 40.2 | 28.8 | 23.4 | 25.6 | |
| GNN-QE2026.07 | 61.4 | — | 41.4 | 37.1 | 29.2 | 70.5 | 81.4 | 55.5 | 39.2 | 33.7 | 24.8 | 28.4 | 40.2 | 28.8 | 23.4 | 25.6 | |
| InductWaveRatio=175%, Number of Layers=32026.07 | 53.1 | 31.6 | 38.6 | 27.1 | 21.3 | 58.5 | 71.7 | 43.9 | 31.6 | 22.2 | 17.7 | 17.2 | 28.1 | 19 | 16.2 | 15.1 | |
| InductWaveRatio=175%, Number of Layers=22026.07 | 51.9 | 30.4 | 37.2 | 26.7 | 20.5 | 56.7 | 70.1 | 43 | 30 | 20.1 | 16.2 | 15.7 | 27.6 | 18.8 | 15.3 | 13.2 | |
| GNN-QERatio=175%2026.07 | 50.2 | 30.2 | 36.9 | 25.5 | 18.9 | 56.5 | 70.2 | 42.8 | 29.5 | 23 | 15.4 | 17.8 | 27 | 17.8 | 14 | 14.8 | |
| NodePiece-QE w/ GNNArchitecture=with GNN2026.07 | 46.3 | — | 28.4 | 19.6 | 12.6 | 36.3 | 43.1 | 25.5 | 23.7 | 30.2 | 18.3 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=true2026.07 | 46.3 | — | 28.4 | 19.6 | 12.6 | 36.3 | 43.1 | 25.5 | 23.7 | 30.2 | 18.3 | — | — | — | — | — | |
| NodePiece-QEGNN component=Included2026.07 | 42.2 | 26.5 | — | 18.1 | 11.2 | 35.8 | 44.2 | 26.3 | 21.6 | 24.7 | 14.6 | — | — | — | — | — | |
| NodePiece-QE w/ GNNRatio=175%2026.07 | 30.9 | — | 16.5 | 10.7 | 6.5 | 21.2 | 25.9 | 14 | 13.4 | 16.4 | 9.6 | — | — | — | — | — | |
| NodePiece-QE2026.07 | 25.2 | 10.9 | — | 8.3 | 7.9 | 11.8 | 13 | 9.2 | 8.6 | 7 | 6.8 | — | — | — | — | — | |
| NodePiece-QE2026.07 | 24.6 | — | 10.9 | 9.9 | 8.3 | 11.5 | 12.5 | 9.5 | 8.5 | 6 | 7.4 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=false2026.07 | 24.6 | — | 10.9 | 9.9 | 8.3 | 11.5 | 12.5 | 9.5 | 8.5 | 6 | 7.4 | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | 18.8 | 8.4 | 10.5 | 9.9 | 10.7 | 10.4 | 13 | 9.5 | 8.3 | 5 | 8.8 | 2.5 | 2.9 | 10.8 | 4.1 | 2.7 | |
| Edge-type Heuristic2026.07 | 18.8 | — | 8.4 | 9.9 | 10.7 | 10.4 | 13 | 9.5 | 8.3 | 5 | 8.8 | 2.5 | 2.9 | 10.8 | 4.1 | 2.7 | |
| Edge-type Heuristic2026.07 | 17.6 | 10.1 | 8 | 8.2 | 9.9 | 10.6 | 13 | 9.6 | 8.2 | 5.3 | 8.5 | 2.6 | 3.1 | 8.7 | 3.7 | 2.8 | |
| NodePiece-QERatio=175%2026.07 | 16.6 | — | 5.6 | 4.9 | 3.9 | 5.1 | 5.5 | 4.1 | 4.2 | 2.6 | 3.5 | — | — | — | — | — | |
| Edge-type HeuristicRatio=175%2026.07 | 9.8 | 3.8 | 4.8 | 4.6 | 4.9 | 4.4 | 5.6 | 3.9 | 3.9 | 2.1 | 4.3 | 1.1 | 1.3 | 4.7 | 2 | 1.2 |