Counterfactual Explanations on Law
100ValidityCBCE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CBCE2025.03 | 100 | 100 | 0.895 | 0.597 | 49.3 | -0.45 | 1.219 | -0.024 | 1.73 | — | |
| CEGP2025.03 | 100 | 100 | 0.204 | 0.17 | 45.7 | 0.95 | 1.042 | 0.049 | 10,155.25 | — | |
| CEM2025.03 | 100 | 99 | 0.31 | 0.297 | 51.8 | 1.19 | 1.088 | 0.005 | 5,491.65 | — | |
| PPCEF2025.03 | 100 | 100 | 0.338 | 0.202 | 100 | 1.83 | 1.032 | 0.067 | 131 | — | |
| HyConEx2025.03 | 100 | 100 | 0.359 | 0.227 | 89.4 | 2.54 | 1.026 | 0.06 | 0.005 | — | |
| WACH2025.03 | 99.5 | 100 | 0.412 | 0.341 | 51.1 | 1.16 | 1.084 | -0.002 | 5,579.35 | — | |
| EANumber of groups=4.402024.05 | 1 | — | — | 1.1 | — | — | — | — | — | 0.12 | |
| OURNumber of groups=4.402024.05 | 1 | — | — | 0.36 | — | — | — | — | — | 0.04 | |
| DiCE2024.05 | 1 | — | — | 0.52 | — | — | — | — | — | 0.05 | |
| Wach2024.05 | 1 | — | — | 0.16 | — | — | — | — | — | 0.05 | |
| CCHVAE2024.05 | 1 | — | — | 0.31 | — | — | — | — | — | 0.09 | |
| OURlocal2024.05 | 1 | — | — | 0.32 | — | — | — | — | — | 0.05 | |
| GLOBE-CEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 1 | — | — | 0.22 | — | — | — | — | — | 0.01 | |
| OURConfiguration=Global, Classification Model=2-layer MLP2024.05 | 1 | — | — | 0.38 | — | — | — | — | — | 0.01 | |
| GLANCEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 0.97 | — | — | 0.45 | — | — | — | — | — | 0.04 | |
| GLANCENumber of groups=2.002024.05 | 0.95 | — | — | 0.53 | — | — | — | — | — | 0.05 | |
| PPCEF2024.05 | 0.95 | — | — | 0.32 | — | — | — | — | — | 0.06 | |
| T-CRExNumber of groups=5.002024.05 | 0.79 | — | — | 0.11 | — | — | — | — | — | 0.03 |