Joint Multilabel Classification on Generated Ontology Dataset (Σ = I) 1.0 (test)
70PrecisionSL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SLModel=Semantic Loss, lambda=0.012026.01 | 70 | 60.1 | 64.5 | 13.2 | 99.3 | |
| SLModel=Semantic Loss, lambda=0.00012026.01 | 69.6 | 60.9 | 64.8 | 13.6 | 98.1 | |
| SLModel=Semantic Loss, lambda=0.0012026.01 | 69.5 | 60.8 | 64.7 | 13.5 | 97.8 | |
| MLPModel=MLP2026.01 | 69.1 | 61.7 | 65.1 | 13.4 | 29.1 | |
| SPLModel=Semantic Probabilistic Layers2026.01 | 66.7 | 66.6 | 66.6 | 21.9 | 100 | |
| DPLModel=DeepProbLog2026.01 | 47.9 | 45.7 | 44.4 | 3 | 100 |