Bias suppression on XSUM
0Bias Flip RatePrompt
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptAwareness setting=Baseline2025.09 | 0 | 88 | 100 | |
| OptimizationAwareness setting=Aware2025.09 | 23 | 83 | 78 | |
| DPOAwareness setting=Baseline2025.09 | 49 | 8 | 11 | |
| CAAAwareness setting=Aware2025.09 | 97 | 20 | 93 | |
| OptimizationAwareness setting=Unaware2025.09 | 97 | 50 | 47 | |
| CAAAwareness setting=Unaware2025.09 | 97 | 23 | 87 |