| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Counterfactual Effectiveness | MIMIC Chest X-ray 192×192 (test) | |ΔAUC| (Sex)0.03 | 13 | |
| Clinical text revision | MIMIC Chest X-ray Radiology Report | Mistral Score0.775 | 11 | |
| Disease Prediction | MIMIC Chest X-ray 192x192 | |ΔAUC| (%)0.023 | 10 | |
| Age Prediction | MIMIC Chest X-ray 192x192 | MAE (yr)0.144 | 10 | |
| Race Prediction | MIMIC Chest X-ray 192x192 | Absolute Delta AUC (%)0.05 | 10 | |
| Sex Prediction | MIMIC Chest X-ray 192x192 | Absolute Delta AUC37 | 10 | |
| Counterfactual Generation | MIMIC Chest X-ray 192x192 (test) | Composition MAE0.1835 | 4 |