Political Bias Assessment on 600 non-financial political prompts
47.3P(R)Naive (corruption baseline)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Naive (corruption baseline)Probe=–, Model size=1.5B, Training epochs=1, Training corpus skew=70/30 right-skewed Reddit financial-advice corpus2026.05 | 47.3 | 0.137 | |
| CAFT-time vsvd (top-10 AUROC)Probe=unsupervised, Model size=1.5B, Training epochs=1, Training corpus skew=70/30 right-skewed Reddit financial-advice corpus2026.05 | 45.9 | 0.123 | |
| Inference-ablate vsvd (top-10 AUROC)Probe=unsupervised, Model size=1.5B, Training epochs=1, Training corpus skew=70/30 right-skewed Reddit financial-advice corpus2026.05 | 41.6 | 0.08 | |
| GRASPProbe=unsupervised, Model size=1.5B, Training epochs=1, Training corpus skew=70/30 right-skewed Reddit financial-advice corpus2026.05 | 39.7 | 0.061 | |
| PretrainedProbe=–, Model size=1.5B, Training epochs=1, Training corpus skew=70/30 right-skewed Reddit financial-advice corpus2026.05 | 33.6 | 0 |