Joint Multilabel Classification on Generated Ontology Dataset (Σ = W) 1.0 (test)
0.541PrecisionSPL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPLModel=Semantic Probabilistic Layers2026.01 | 0.541 | 0.52 | 0.53 | 0.256 | 1 | |
| SLModel=Semantic Loss, lambda=0.012026.01 | 0.461 | 0.234 | 0.267 | 0.063 | 1 | |
| SLModel=Semantic Loss, lambda=0.0012026.01 | 0.446 | 0.243 | 0.276 | 0.062 | 0.998 | |
| SLModel=Semantic Loss, lambda=0.00012026.01 | 0.444 | 0.243 | 0.278 | 0.061 | 0.999 | |
| MLPModel=MLP2026.01 | 0.44 | 0.25 | 0.28 | 0.061 | 0.007 | |
| DPLModel=DeepProbLog2026.01 | 0.242 | 0.272 | 0.216 | 0.021 | 1 |