Inductive Query Answering on FB15k-237 Ratio 300%
45.6Avg Path ScoreInductWave
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveNumber of Layers=22026.07 | 45.6 | 38.2 | 54.5 | 35.6 | 28.2 | 69.1 | 82.2 | 55.3 | 38.5 | 25.4 | 21.6 | 20.4 | 39.7 | 26.5 | 21.3 | 16.5 | |
| InductWaveNumber of Layers=32026.07 | 45.3 | 38 | 54.4 | 36.2 | 27.9 | 68 | 81.5 | 54.7 | 37.1 | 25.1 | 22.4 | 20.9 | 38.3 | 26.7 | 21.3 | 17.8 | |
| GNN-QE2026.07 | 43.8 | 36.4 | 53.2 | 33.6 | 26 | 66.6 | 80.9 | 53.9 | 36.1 | 23.3 | 20.6 | 19 | 36.3 | 24.7 | 19.7 | 15.6 | |
| InductWaveRatio=300%, Number of Layers=22026.07 | 34.5 | 27.8 | 44.1 | 24 | 17.8 | 54 | 70.1 | 42.3 | 28.6 | 16.8 | 12.8 | 13.4 | 26.2 | 16.1 | 12.5 | 10.6 | |
| InductWaveRatio=300%, Number of Layers=32026.07 | 34.3 | 27.6 | 43 | 24.8 | 17.9 | 53.6 | 69.5 | 42.2 | 27.1 | 16.8 | 13.7 | 13.1 | 24.7 | 16.3 | 13 | 11 | |
| GNN-QERatio=300%2026.07 | 33.3 | 26.6 | 43.2 | 22.6 | 16.1 | 52.3 | 68.9 | 41.5 | 26.3 | 16 | 12.4 | 12.7 | 24.1 | 14.8 | 11.6 | 9.9 | |
| NodePiece-QEIntegration with GNN=true2026.07 | 17.8 | — | 35.6 | 14.6 | 8.8 | 22.7 | 20.2 | 16.4 | 13.7 | 16.1 | 11.9 | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | 11.8 | 9.5 | 19.3 | 11.3 | 11.6 | 12.2 | 15.2 | 11.5 | 9.5 | 6 | 9.5 | 3.3 | 3.7 | 11.4 | 4.9 | 3.8 | |
| NodePiece-QE w/ GNNRatio=300%2026.07 | 9.9 | — | 21.5 | 7.8 | 4.4 | 12.6 | 11.7 | 8.8 | 7.7 | 8.6 | 6 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=false2026.07 | 9.2 | — | 19.8 | 7.5 | 5 | 11.3 | 12.5 | 9.2 | 7.1 | 5.9 | 4.9 | — | — | — | — | — | |
| Edge-type HeuristicRatio=300%2026.07 | 5.3 | 4.3 | 9.5 | 5.1 | 5.2 | 5.2 | 6.7 | 4.7 | 4.4 | 2.5 | 4.4 | 1.5 | 1.6 | 4.9 | 2.4 | 1.6 | |
| NodePiece-QERatio=300%2026.07 | 4.8 | — | 12.8 | 3.8 | 2.2 | 5.4 | 5.9 | 4.2 | 3.7 | 3.1 | 2.3 | — | — | — | — | — |