Bias Mitigation on BBQ SingleTurn
16.3Age BiasDynamic Neurons Masking
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Dynamic Neurons MaskingModel=DeepSeek2025.10 | 16.3 | 18.9 | 19.7 | 27.6 | 24.1 | 21.8 | |
| Dynamic Neurons MaskingModel=Mistral2025.10 | 19.6 | 22.8 | 28.7 | 20.9 | 26.4 | 21.2 | |
| Prompt EngineeringModel=DeepSeek2025.10 | 21.2 | 24.5 | 35 | 23.6 | 36.2 | 28.4 | |
| Neuron PruningModel=DeepSeek2025.10 | 22.1 | 24.8 | 31.9 | 36.1 | 42.6 | 44.5 | |
| Neuron PruningModel=Mistral2025.10 | 25.4 | 27.9 | 35.6 | 24.3 | 21.5 | 32.7 | |
| Steering Vectors EnsemblesModel=DeepSeek2025.10 | 25.8 | 27.4 | 25.1 | 39.2 | 45.7 | 48.9 | |
| BaselineModel=DeepSeek2025.10 | 26.5 | 33.8 | 39.2 | 36.8 | 40.9 | 33.7 | |
| Steering Vectors EnsemblesModel=Mistral2025.10 | 28.9 | 21 | 19.8 | 38.2 | 34.1 | 38.6 | |
| Output FilteringModel=DeepSeek2025.10 | 29.4 | 32.1 | 21.7 | 41.9 | 30.8 | 32.6 | |
| Output FilteringModel=Mistral2025.10 | 31.7 | 23.2 | 32.1 | 24.6 | 36.8 | 41.9 | |
| Prompt EngineeringModel=Mistral2025.10 | 34.5 | 32.9 | 38.7 | 38.4 | 29.6 | 25.8 | |
| BaselineModel=Mistral2025.10 | 34.8 | 27.6 | 45.9 | 33.2 | 42.8 | 53.1 |