Logical Query Answering on NELL scalable EFOk (test)
15.8HIT@10 (2fpn)NS3
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NS3Ranking Strategy=Joint2026.05 | 15.8 | 32.8 | 53.9 | 26.9 | 21.9 | 24.2 | 50.2 | 14.7 | 25.3 | 41 | 21.4 | 31.6 | 11.7 | 21 | 32.2 | 23.8 | 28 | |
| NS3Ranking Strategy=Marginal2026.05 | 9.5 | 13.8 | 30.5 | 16.9 | 13.5 | 8.5 | 24.4 | 8.9 | 20.1 | 34.4 | 19.5 | 30.9 | 4.8 | 8.4 | 16.7 | 18.1 | 17.4 | |
| FITRanking Strategy=Marginal2026.05 | 8.8 | 11.9 | 24 | 17.1 | 11.6 | 12.9 | 29.1 | 5.7 | 16.4 | 27.2 | 18.6 | 31.2 | 7.7 | 9.5 | 16.6 | 16.5 | 16.6 | |
| LogicERanking Strategy=Marginal2026.05 | 6.8 | 10 | 21.5 | 16.8 | 11.2 | 0.7 | 31.9 | 5.1 | 13.3 | 25.3 | 17.5 | 28.1 | 1.7 | 2.8 | 14.1 | 13.4 | 13.8 | |
| ConERanking Strategy=Marginal2026.05 | 6.8 | 9.4 | 21.5 | 12.6 | 11.1 | 12 | 32.4 | 4.8 | 11.6 | 23.2 | 12.1 | 20.9 | 7.7 | 2.6 | 15.1 | 11.8 | 13.5 | |
| BetaERanking Strategy=Marginal2026.05 | 6.6 | 10 | 22.2 | 11.8 | 9.8 | 0.6 | 30.6 | 4.4 | 12 | 23.9 | 12.5 | 21.3 | 0.4 | 3 | 13.1 | 11.1 | 12.1 | |
| LMPNNRanking Strategy=Marginal2026.05 | 4.4 | 10.7 | 17.6 | 12.1 | 8.9 | 14.6 | 33.3 | 4.6 | 13.9 | 22.1 | 12.3 | 19.6 | 5.7 | 12.2 | 14.5 | 12.9 | 13.7 | |
| CQDRanking Strategy=Marginal2026.05 | 4.2 | 9 | 26.4 | 11.5 | 8.7 | 8.7 | 21.8 | 0.1 | 16.3 | 27.9 | 14.1 | 24.3 | 0 | 12.4 | 12.9 | 13.6 | 13.2 |