Logical Query Answering on FB15K scalable EFOk (test)
40.3HIT@10 (2fpn)NS3
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NS3Ranking Strategy=Joint2026.05 | 40.3 | 61.3 | 67.2 | 61.6 | 64.5 | 47.2 | 65.7 | 30.2 | 45 | 48.4 | 35.6 | 39.7 | 17.2 | 37.2 | 58.3 | 36.2 | 47.2 | |
| NS3Ranking Strategy=Marginal2026.05 | 11.3 | 28 | 36 | 17.5 | 20.1 | 32.9 | 24.5 | 11 | 27 | 32.6 | 12 | 15 | 3.3 | 15 | 24.3 | 16.6 | 20.4 | |
| LogicERanking Strategy=Marginal2026.05 | 11 | 17 | 20.6 | 12.3 | 11.8 | 10.5 | 25.3 | 3.9 | 7.4 | 11.7 | 6.3 | 7.6 | 0.4 | 2.1 | 15.5 | 5.6 | 10.6 | |
| FITRanking Strategy=Marginal2026.05 | 10.7 | 19.7 | 24.3 | 13.3 | 14.6 | 19.9 | 19.9 | 5.3 | 14.5 | 18 | 9 | 10.3 | 8.1 | 9.5 | 17.5 | 10.7 | 14.1 | |
| ConERanking Strategy=Marginal2026.05 | 10.6 | 18.5 | 21 | 11.8 | 12.4 | 16.3 | 26.6 | 6.2 | 9.6 | 13.1 | 6.6 | 8.2 | 0.6 | 0.2 | 16.7 | 6.4 | 11.6 | |
| BetaERanking Strategy=Marginal2026.05 | 9.6 | 15.8 | 18 | 9.7 | 9.6 | 11 | 25.4 | 3.7 | 7.2 | 9.9 | 4.5 | 5.7 | 0.5 | 1.6 | 14.2 | 4.7 | 9.4 | |
| LMPNNRanking Strategy=Marginal2026.05 | 7.1 | 17.5 | 13.6 | 9.3 | 7.5 | 17.1 | 19.5 | 7.8 | 17.9 | 17.9 | 8.8 | 8.5 | 6 | 14.7 | 13.1 | 11.7 | 12.4 | |
| CQDRanking Strategy=Marginal2026.05 | 4.2 | 21.3 | 36.1 | 17.4 | 13.7 | 12.3 | 23.6 | 1.6 | 21.1 | 19.1 | 8.9 | 9.6 | 0.9 | 11.9 | 18.4 | 10.4 | 14.4 |