Predictive Performance on DepSeverity
85.2AUROCEDL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EDLSetting=Semantic2026.05 | 85.2 | — | — | — | |
| EnsembleSetting=Semantic2026.05 | 84.9 | 74.7 | 43.2 | 50.6 | |
| Reasoning-Aware Multi-View Learning FrameworkSetting=Multi-view2026.05 | 84.6 | — | — | — | |
| DropoutSetting=Semantic2026.05 | 84.1 | 75.5 | 41.6 | 49.6 | |
| EDLSetting=Multi-view2026.05 | 83.7 | — | — | — | |
| EnsembleSetting=Multi-view2026.05 | 83.5 | 73.8 | 40.1 | 50.2 | |
| Reasoning-Aware Multi-View Learning FrameworkSetting=Multi-view2026.05 | 83.5 | 75.1 | 49.6 | 51.7 | |
| DropoutSetting=Multi-view2026.05 | 83.2 | 74.4 | 38.7 | 48 | |
| UASetting=Multi-view2026.05 | 82.2 | 74.6 | 42.5 | 47.6 | |
| EDLSetting=Semantic2026.05 | 82 | 73.9 | 32.7 | 43.8 | |
| UASetting=Semantic2026.05 | 81.6 | 74.7 | 37.9 | 45.6 | |
| EDLSetting=Multi-view2026.05 | 79.2 | 73.1 | 28.8 | 40.5 | |
| EnsembleSetting=Multi-view2026.05 | 57.6 | — | — | — | |
| DropoutSetting=Multi-view2026.05 | 57.4 | — | — | — | |
| DropoutSetting=Semantic2026.05 | 50.9 | — | — | — | |
| EnsembleSetting=Semantic2026.05 | 42.3 | — | — | — | |
| UASetting=Semantic2026.05 | 28.8 | — | — | — | |
| UASetting=Multi-view2026.05 | 19.6 | — | — | — |