Bias Mitigation on PCT SingleTurn
46.7English PCT SingleTurn ScoreBaseline
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BaselineModel=Mistral2025.10 | 46.7 | 49.4 | 57.7 | 65.8 | 54.5 | 75.8 | |
| BaselineModel=DeepSeek2025.10 | 33.2 | 37 | 47.3 | 45.2 | 64.1 | 65.4 | |
| Prompt EngineeringModel=Mistral2025.10 | 30.6 | 28.1 | 46.7 | 64.7 | 53.1 | 66.4 | |
| Prompt EngineeringModel=DeepSeek2025.10 | 30.3 | 28 | 46.5 | 51.2 | 56.9 | 57.3 | |
| Output FilteringModel=DeepSeek2025.10 | 29.1 | 29.5 | 45.3 | 54.4 | 44.5 | 44.3 | |
| Output FilteringModel=Mistral2025.10 | 28.5 | 26.3 | 34.9 | 58.2 | 51.7 | 67.1 | |
| Steering Vectors EnsemblesModel=Mistral2025.10 | 24.8 | 31.6 | 51.2 | 43.4 | 48.6 | 66.8 | |
| Steering Vectors EnsemblesModel=DeepSeek2025.10 | 23 | 20.7 | 33.9 | 52.7 | 42.3 | 59.5 | |
| Neuron PruningModel=Mistral2025.10 | 21.7 | 26.8 | 40.5 | 41.1 | 46.9 | 54.3 | |
| Dynamic Neurons MaskingModel=Mistral2025.10 | 17.3 | 21.2 | 29.1 | 24.1 | 22.5 | 31 | |
| Neuron PruningModel=DeepSeek2025.10 | 12.5 | 24.1 | 32.1 | 41.3 | 41.2 | 47.9 | |
| Dynamic Neurons MaskingModel=DeepSeek2025.10 | 11.2 | 14.6 | 19 | 22.9 | 20.2 | 21 |