Classification on Zoo 7 classes
97.5AccuracyLogistic + MARICL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Logistic + MARICLRefit Model=Logistic2026.05 | 97.5 | 97 | |
| TabPFNCategory=Neural Tabular Model2026.05 | 95.24 | 93.65 | |
| XGBoost + MARICLRefit Model=XGBoost2026.05 | 95.2 | 94.9 | |
| XGBoostCategory=Traditional ML Baseline2026.05 | 90.5 | 88.6 | |
| EBMCategory=Interpretable ML Model2026.05 | 90.48 | 88.36 | |
| Symbolic RegressionCategory=Interpretable ML Model2026.05 | 87 | 85 | |
| Logistic RegressionCategory=Traditional ML Baseline2026.05 | 85.7 | 83.3 | |
| LLM-ICLCategory=LLM-Based Method2026.05 | 80 | 78 | |
| LLM-LExCategory=LLM-Based Method2026.05 | 20 | 24 |