Classification on phoneme (Cohen's kappa)
0.8Cohen's KappaJARF
Evaluation Results
| Method | Links | |
|---|---|---|
| JARFEvaluation protocol=CV splits2025.12 | 0.8 | |
| SPORFEvaluation protocol=CV splits2025.12 | 0.662 | |
| RFEvaluation protocol=CV splits2025.12 | 0.659 | |
| XGBEvaluation protocol=CV splits2025.12 | 0.657 | |
| LDA+RFEvaluation protocol=CV splits2025.12 | 0.654 | |
| RotFEvaluation protocol=CV splits2025.12 | 0.652 | |
| CCFEvaluation protocol=CV splits2025.12 | 0.649 | |
| PCA+RFEvaluation protocol=CV splits2025.12 | 0.649 | |
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.607 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.588 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.578 | |
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.563 | |
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.555 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.517 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.496 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.456 |