Psychological defense mechanism classification on PsyDefDetect classes 1-8 (hidden test)
42Macro F1 Score9V Min-SFT 9c + Min-LR 8c + Phi4-LR 8c
Evaluation results
| Method | Links | |
|---|---|---|
| 9V Min-SFT 9c + Min-LR 8c + Phi4-LR 8cNumber of voters=9, Diversity axes=Class + training + model, Data augmentation=true, Model variants=Phi4-LR 8c2026.05 | 42 | |
| 9V Min-SFT 9c + Min-LR 8c + Llama-LR 8cNumber of voters=9, Diversity axes=Class + training + model, Data augmentation=true, Model variants=Llama-LR 8c2026.05 | 41.7 | |
| 9V Min-SFT 9c + Min-LR 8c + PCounsel-LR 8cNumber of voters=9, Diversity axes=Class + training + model, Data augmentation=true, Model variants=PCounsel-LR 8c2026.05 | 41.4 | |
| 6V Min-SFT 9c + Llama-LR 8cNumber of voters=6, Diversity axes=Class + training + model, Data augmentation=true, Model variants=Llama-LR 8c2026.05 | 39.2 | |
| 6V Min-SFT 9c + Min-LR 8cNumber of voters=6, Diversity axes=Class + training, Data augmentation=true2026.05 | 39.1 | |
| 6V Min-SFT 9c + Phi4-LR 8cNumber of voters=6, Diversity axes=Class + training + model, Data augmentation=true, Model variants=Phi4-LR 8c2026.05 | 39.1 | |
| 5V Min-SFT 9c (5 folds)Number of voters=5, Diversity axes=none, Data augmentation=true2026.05 | 37.3 | |
| Baseline (Min-SFT 9c)Data augmentation=false2026.05 | 31.5 | |
| Min-SFT 9c full-train (single model)Data augmentation=true2026.05 | 30.7 |