Multiclass Classification on Multiclass panel 3 healthcare datasets v1.0 (test)
78.9Macro AUCTabDPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabDPTType=Teacher2026.05 | 78.9 | — | |
| TabICLv2Type=Teacher2026.05 | 78.8 | — | |
| TabICLv2→XGBType=Distilled, Student Architecture=XGBoost2026.05 | 78.7 | 99.9 | |
| TabICLv2→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 78.6 | 99.8 | |
| LogisticRegressionType=Baseline2026.05 | 78.5 | — | |
| TabDPT→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 78.5 | 99.5 | |
| Orion-MSP→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 78.5 | 101.5 | |
| LimiXType=Teacher2026.05 | 78.4 | — | |
| LimiX→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 78.4 | 100 | |
| TabPFNv2.6Type=Teacher2026.05 | 78.2 | — | |
| TabICLv2→CBType=Distilled, Student Architecture=CatBoost2026.05 | 78.2 | 99.2 | |
| TabPFNv2.6→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 78.2 | 100 | |
| TabDPT→XGBType=Distilled, Student Architecture=XGBoost2026.05 | 78 | 98.8 | |
| TabPFN (v2.5)Type=Teacher2026.05 | 77.9 | — | |
| TabPFN (v2.5)→LGBMType=Distilled, Student Architecture=LightGBM2026.05 | 77.9 | 100.1 | |
| LimiX→CBType=Distilled, Student Architecture=CatBoost2026.05 | 77.8 | 99.2 | |
| TabPFN→MLPType=Distilled, Student Architecture=MLP2026.05 | 77.8 | 99.9 | |
| Orion-MSP→CBType=Distilled, Student Architecture=CatBoost2026.05 | 77.7 | 100.5 | |
| LimiX→XGBType=Distilled, Student Architecture=XGBoost2026.05 | 77.7 | 99.1 | |
| TabPFNv2.6→XGBType=Distilled, Student Architecture=XGBoost2026.05 | 77.7 | 99.3 | |
| TabDPT→CBType=Distilled, Student Architecture=CatBoost2026.05 | 77.6 | 98.4 | |
| Orion-MSP→XGBType=Distilled, Student Architecture=XGBoost2026.05 | 77.6 | 100.3 | |
| TabPFNv2.6→CBType=Distilled, Student Architecture=CatBoost2026.05 | 77.4 | 98.9 | |
| Orion-MSP v1.5Type=Teacher2026.05 | 77.3 | — | |
| LimiX→MLPType=Distilled, Student Architecture=MLP2026.05 | 77.2 | 98.5 | |
| TabPFNv2.6→MLPType=Distilled, Student Architecture=MLP2026.05 | 77.2 | 98.7 | |
| XGBoostType=Baseline2026.05 | 77 | — | |
| LightGBMType=Baseline2026.05 | 77 | — | |
| TabDPT→MLPType=Distilled, Student Architecture=MLP2026.05 | 76.9 | 97.5 | |
| Orion-MSP→MLPType=Distilled, Student Architecture=MLP2026.05 | 76.6 | 99 | |
| TabICLv2→MLPType=Distilled, Student Architecture=MLP2026.05 | 76.3 | 96.9 |