Bias Mitigation on F^2-Bench
43.1Accuracy (Age)Baseline
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BaselineModel=Mistral2025.10 | 43.1 | 59.8 | 48.7 | 57.2 | 54.1 | 47.36 | |
| Prompt EngineeringModel=Mistral2025.10 | 41.8 | 44.7 | 47.3 | 42.6 | 43.8 | 38.29 | |
| BaselineModel=DeepSeek2025.10 | 40.2 | 33 | 45.7 | 31.7 | 43.6 | 42.87 | |
| Output FilteringModel=Mistral2025.10 | 40.1 | 41.5 | 38.3 | 41.4 | 39.5 | 34.62 | |
| Prompt EngineeringModel=DeepSeek2025.10 | 38.6 | 30.7 | 41.1 | 30.2 | 39.2 | 37.7 | |
| Output FilteringModel=DeepSeek2025.10 | 33.2 | 30.2 | 39.4 | 27.5 | 34.3 | 36.1 | |
| Steering Vectors EnsemblesModel=Mistral2025.10 | 32.4 | 34.6 | 31.5 | 37.7 | 31.9 | 30.8 | |
| Neuron PruningModel=Mistral2025.10 | 27.5 | 29 | 25.1 | 29.9 | 29.8 | 25.9 | |
| Steering Vectors EnsemblesModel=DeepSeek2025.10 | 21.4 | 26.7 | 36.3 | 26.9 | 31.1 | 29.2 | |
| Dynamic Neurons MaskingModel=Mistral2025.10 | 21 | 20.8 | 22 | 17.4 | 19.9 | 18.6 | |
| Neuron PruningModel=DeepSeek2025.10 | 19.3 | 15.8 | 18.9 | 21.6 | 23.8 | 25.7 | |
| Dynamic Neurons MaskingModel=DeepSeek2025.10 | 18.7 | 12.9 | 19.8 | 19 | 17.9 | 15.8 |