Joint Multilabel Classification on Generated Ontology Dataset (Σ = W^-1) 1.0 (test)
67.5PrecisionSL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SLModel=Semantic Loss, lambda=0.012026.01 | 67.5 | 43.2 | 52.1 | 14.8 | 99.8 | |
| SLModel=Semantic Loss, lambda=0.0012026.01 | 66.7 | 44.7 | 53.1 | 15.2 | 99.2 | |
| MLPModel=MLP2026.01 | 66.6 | 45.5 | 53.6 | 16.4 | 13.3 | |
| SLModel=Semantic Loss, lambda=0.00012026.01 | 66.4 | 44.9 | 53.1 | 15.1 | 99.3 | |
| SPLModel=Semantic Probabilistic Layers2026.01 | 64.5 | 60.5 | 62.4 | 29.1 | 100 | |
| DPLModel=DeepProbLog2026.01 | 39.6 | 36.3 | 35.1 | 2.1 | 99.8 |