Two Free Variable Query Answering on FB15k
89.2HIT@10 (e=0, SDAG)LMPNN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LMPNNType=Marginal2026.05 | 89.2 | 80.1 | 80.3 | 78.2 | 84.2 | 65.6 | 63.7 | 80.2 | 71.3 | |
| ConEType=Marginal2026.05 | 84.1 | 84.8 | 76.5 | 76.3 | 81.4 | 61.8 | 63.8 | 79.7 | 70.2 | |
| LogicEType=Marginal2026.05 | 82.9 | 80.9 | 73.6 | 72.9 | 76.6 | 58.9 | 60.7 | 75.7 | 66.9 | |
| NS3 (M)Type=Marginal2026.05 | 82 | 83.6 | 81.6 | 83.4 | 55.5 | 76.7 | 78.9 | 82.2 | 79.1 | |
| NS3 (M)Type=Multiply2026.05 | 81.8 | 83.1 | 81.1 | 82.7 | 44.4 | 78 | 79.3 | 46.6 | 78.5 | |
| BetaEType=Marginal2026.05 | 76.9 | 77.2 | 68.9 | 69.3 | 75.1 | 55 | 57.4 | 73.6 | 63.6 | |
| CQDType=Marginal2026.05 | 73.8 | 76.8 | 69 | 71.9 | 76.3 | 51.1 | 54.4 | 77 | 62.9 | |
| LMPNNType=Multiply2026.05 | 56.6 | 50.5 | 45.7 | 42.4 | 49 | 37.6 | 34.8 | 44.6 | 39.7 | |
| ConEType=Multiply2026.05 | 48.7 | 48.1 | 37.7 | 35.9 | 44.2 | 29.9 | 30.4 | 41.4 | 34.6 | |
| LogicEType=Multiply2026.05 | 47.5 | 45 | 36.3 | 34.1 | 40.4 | 28.5 | 29 | 38 | 32.7 | |
| CQDType=Multiply2026.05 | 45 | 46.6 | 37.4 | 36.9 | 43.9 | 28.1 | 29.2 | 41.9 | 34 | |
| BetaEType=Multiply2026.05 | 41.7 | 41.6 | 31.7 | 31 | 38.7 | 25.2 | 25.9 | 36.1 | 29.7 | |
| NS3 (M)Type=Joint2026.05 | 19.9 | 24.2 | 21.1 | 23.5 | 19.7 | 13 | 14.3 | 18.5 | 18.5 | |
| LMPNNType=Joint2026.05 | 18.9 | 17.2 | 12.9 | 12.4 | 22.4 | 8 | 7.5 | 16.9 | 11.2 | |
| CQDType=Joint2026.05 | 17.1 | 19 | 13.1 | 13 | 20.6 | 7.7 | 8.6 | 18.1 | 11.9 | |
| ConEType=Joint2026.05 | 14.2 | 15.6 | 10.3 | 10.4 | 20.6 | 6.2 | 6.6 | 16.9 | 10.1 | |
| LogicEType=Joint2026.05 | 12.7 | 13.9 | 10 | 9.9 | 19.2 | 6.1 | 6.5 | 15.9 | 9.6 | |
| BetaEType=Joint2026.05 | 11.6 | 13.7 | 8.7 | 8.6 | 17.8 | 4.9 | 5.4 | 14.3 | 8.4 |