Joint Multilabel Classification on Generated Ontology Dataset (Σ = N(0, 1)) 1.0 (test)
78.3PrecisionSPL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPLModel=Semantic Probabilistic Layers2026.01 | 78.3 | 76.7 | 77.5 | 50 | 100 | |
| SLModel=Semantic Loss, lambda=0.012026.01 | 74.1 | 64 | 68.5 | 30.6 | 98.5 | |
| SLModel=Semantic Loss, lambda=0.0012026.01 | 73.7 | 64.5 | 68.7 | 30.9 | 97.9 | |
| SLModel=Semantic Loss, lambda=0.00012026.01 | 73.6 | 64.8 | 68.8 | 31.1 | 97.9 | |
| MLPModel=MLP2026.01 | 73.5 | 64.6 | 68.7 | 30.6 | 30.7 | |
| DPLModel=DeepProbLog2026.01 | 35.9 | 31 | 29.4 | 5.1 | 99.8 |