Classification on bank-marketing (Cohen's kappa)
0.7Cohen's KappaJARF
Evaluation results
| Method | Links | |
|---|---|---|
| JARFEvaluation protocol=CV splits2025.12 | 0.7 | |
| RFEvaluation protocol=CV splits2025.12 | 0.606 | |
| XGBEvaluation protocol=CV splits2025.12 | 0.603 | |
| SPORFEvaluation protocol=CV splits2025.12 | 0.602 | |
| CCFEvaluation protocol=CV splits2025.12 | 0.601 | |
| LDA+RFEvaluation protocol=CV splits2025.12 | 0.601 | |
| RotFEvaluation protocol=CV splits2025.12 | 0.6 | |
| PCA+RFEvaluation protocol=CV splits2025.12 | 0.596 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.322 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.308 | |
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.28 | |
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.235 | |
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.216 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.208 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.15 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.094 |