Logical Query Answering on FB15k-237 scalable EFOk (test)
11.4HIT@10 (2fpn)NS3
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NS3Ranking Strategy=Joint2026.05 | 11.4 | 28.5 | 28.3 | 16.2 | 10 | 36.5 | 19.2 | 8.4 | 19.4 | 26.2 | 8 | 8.4 | 17 | 8.9 | 21.4 | 13.8 | 17.6 | |
| NS3Ranking Strategy=Marginal2026.05 | 4.5 | 14.4 | 14.1 | 6 | 3.9 | 13.7 | 6 | 5.2 | 14.9 | 17.9 | 3.7 | 5.2 | 7.3 | 3.1 | 8.9 | 8.2 | 8.6 | |
| ConERanking Strategy=Marginal2026.05 | 4.4 | 9.3 | 7.6 | 5.3 | 2.8 | 17.7 | 9.2 | 2.6 | 5.4 | 5.4 | 2.7 | 2.7 | 0.5 | 0.3 | 8 | 2.8 | 5.4 | |
| BetaERanking Strategy=Marginal2026.05 | 4.1 | 9 | 6.7 | 3.7 | 2.2 | 17.4 | 3.9 | 1.9 | 4 | 4.4 | 2.4 | 2.3 | 1.6 | 0.3 | 6.7 | 2.4 | 4.6 | |
| LogicERanking Strategy=Marginal2026.05 | 3.3 | 9.5 | 7 | 5.8 | 2.8 | 18 | 3.7 | 1.9 | 5.2 | 5.5 | 2.6 | 2.3 | 1.2 | 0.5 | 7.2 | 2.7 | 5 | |
| FITRanking Strategy=Marginal2026.05 | 3.3 | 9.7 | 7.7 | 5.7 | 3.2 | 14.9 | 10.1 | 2.9 | 8.5 | 6.7 | 3.1 | 4.2 | 5.9 | 3.5 | 7.8 | 5 | 6.4 | |
| LMPNNRanking Strategy=Marginal2026.05 | 2.6 | 9.7 | 8.1 | 4 | 1.9 | 15.3 | 6.9 | 1.7 | 6 | 7.3 | 2.2 | 2.5 | 7.3 | 1.9 | 6.9 | 4.1 | 5.5 | |
| CQDRanking Strategy=Marginal2026.05 | 1.8 | 9.5 | 9.2 | 4.1 | 2.2 | 16.1 | 4 | 0.7 | 8.3 | 8.6 | 2.2 | 2.3 | 9.9 | 0 | 6.7 | 4.6 | 5.6 |