First-Order Logic Query Answering on FB15k-237 (test)
26.5MRR (avgp)HYQNET
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HYQNETModel=HYQNET2026.02 | 26.5 | 8.9 | 40.5 | 11.9 | 10.3 | 36.3 | 52.1 | 28.8 | 17.9 | 14.3 | 11.2 | 7.6 | 15.8 | 8.9 | 6.3 | 5.9 | |
| GNN-QEModel=GNN-QE2026.02 | 26.1 | 8.4 | 40.1 | 12.1 | 10.2 | 35.5 | 51.6 | 29.2 | 16.9 | 13.4 | 11.2 | 7.7 | 14.4 | 8.3 | 5.7 | 5.9 | |
| FuzzQEModel=FuzzQE2026.02 | 24 | 7.8 | 42.8 | 12.9 | 10.3 | 33.3 | 46.9 | 26.9 | 17.8 | 14.6 | 10.3 | 8.5 | 11.6 | 7.8 | 5.2 | 5.8 | |
| CQD-BeamModel=CQD-Beam2026.02 | 22.3 | — | 46.7 | 11.6 | 8 | 31.2 | 40.6 | 21.2 | 18.7 | 14.6 | 8.4 | — | — | — | — | — | |
| CQD-COModel=CQD-CO2026.02 | 21.8 | — | 46.7 | 9.5 | 6.3 | 31.2 | 40.6 | 23.6 | 16 | 14.5 | 8.2 | — | — | — | — | — | |
| BetaEModel=BetaE2026.02 | 20.9 | 5.5 | 39 | 10.9 | 10 | 28.8 | 42.5 | 22.4 | 12.6 | 12.4 | 9.7 | 3.5 | 3.4 | 5.1 | 7.9 | 7.4 | |
| Q2BModel=Q2B2026.02 | 20.1 | — | 40.6 | 9.4 | 6.8 | 29.5 | 42.3 | 21.2 | 12.6 | 11.3 | 7.6 | — | — | — | — | — | |
| GQEModel=GQE2026.02 | 16.3 | — | 35 | 7.2 | 5.3 | 23.3 | 34.6 | 16.5 | 10.7 | 8.2 | 5.7 | — | — | — | — | — |