Inductive Query Answering on FB15k-237 Ratio 217%
35.8Avg Score (P)InductWave
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InductWaveRatio=217%, Number of Layers=32026.07 | 35.8 | 28.7 | 47.9 | 25.6 | 19.6 | 55.7 | 71 | 42.3 | 28 | 17.4 | 14.9 | 13.4 | 25.1 | 17.3 | 12.3 | 10.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InductWaveRatio=217%, Number of Layers=22026.07 | 35.6 | 28.6 | 47.5 | 26.3 | 19.7 | 54.9 | 70.2 | 40.9 | 29.1 | 17.3 | 14.7 | 13.4 | 25.4 | 17.5 | 13 | 10.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GNN-QERatio=217%2026.07 | 34.4 | 27.7 | 44.1 | 24.4 | 18.4 | 54.2 | 70.4 | 41.7 | 26.5 | 15.6 | 14.3 | 13.2 | 26 | 17.3 | 12.1 | 10.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QE w/ GNNRatio=217%2026.07 | 12.6 | — | 26.1 | 8.2 | 4.7 | 16 | 19.5 | 10.2 | 10 | 11.7 | 7.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece-QERatio=217%2026.07 | 5.4 | — | 14.3 | 4.8 | 4.3 | 5 | 5.5 | 4.2 | 4.3 | 2.9 | 3.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type HeuristicRatio=217%2026.07 | 5.2 | 4.2 | 9.6 | 5 | 5.2 | 5.1 | 6.2 | 4.5 | 4.4 | 2.4 | 4.6 | 1.4 | 1.5 | 4.9 | 2.2 | 1.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Edge-type Heuristic2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.1 | 11.5 | 19.2 | 11 | 11.5 | 11.7 | 14.6 | 10.9 | 9.2 | 5.7 | 9.5 | 2.9 | 3.3 | 10.9 | 4.4 | 3.1 | |
| GNN-QE2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.8 | 44.7 | 53.3 | 35.5 | 28.3 | 67.4 | 81.3 | 54.1 | 35.7 | 24 | 22.9 | 22.3 | 39 | 28.1 | 19.8 | 17.5 | |
| InductWaveNumber of Layers=32026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | 46.8 | 60.3 | 37 | 29.6 | 69.4 | 82.1 | 55.2 | 37.5 | 26.9 | 23.6 | 22.8 | 38.1 | 28.3 | 20 | 18.4 | |
| InductWaveNumber of Layers=22026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | 46.7 | 58.7 | 38.4 | 30.2 | 68.6 | 81.4 | 53.5 | 39.2 | 26.6 | 23.6 | 21.3 | 38.3 | 29.2 | 21.9 | 17.7 | |
| NodePiece-QEIntegration with GNN=false2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 11.1 | 22.6 | 10.3 | 9.1 | 11.6 | 12.8 | 9.9 | 9 | 6.4 | 7.9 | — | — | — | — | — | |
| NodePiece-QEIntegration with GNN=true2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 22.6 | 42.1 | 15.4 | 9.2 | 28.9 | 33.8 | 19.9 | 17.9 | 21.3 | 14.4 | — | — | — | — | — |