Bias Mitigation on FairMT-Bench
47.4Anaphora Elipsis ScoreOutput Filtering
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Output FilteringModel=Mistral2025.10 | 47.4 | 42 | 34.1 | 39.6 | 48.7 | 29.9 | |
| BaselineModel=Mistral2025.10 | 42.1 | 57.1 | 22.5 | 38.2 | 67 | 35.8 | |
| Neuron PruningModel=Mistral2025.10 | 37 | 43.4 | 22 | 32.1 | 35.8 | 25.5 | |
| BaselineModel=DeepSeek2025.10 | 34.2 | 45.3 | 25 | 45.1 | 43.3 | 26.1 | |
| Output FilteringModel=DeepSeek2025.10 | 33.1 | 38.3 | 25.5 | 39.8 | 43.1 | 31 | |
| Steering Vectors EnsemblesModel=Mistral2025.10 | 32.3 | 35.1 | 42.5 | 36.7 | 45.2 | 23.1 | |
| Prompt EngineeringModel=DeepSeek2025.10 | 31.5 | 41.4 | 33 | 44.1 | 42.3 | 26.5 | |
| Prompt EngineeringModel=Mistral2025.10 | 30.3 | 43.5 | 35.2 | 20.9 | 50.2 | 33.4 | |
| Steering Vectors EnsemblesModel=DeepSeek2025.10 | 27.1 | 38.8 | 23.3 | 37.8 | 31.1 | 33.3 | |
| Neuron PruningModel=DeepSeek2025.10 | 26.3 | 32.6 | 20.6 | 39.7 | 34.3 | 23.5 | |
| Dynamic Neurons MaskingModel=Mistral2025.10 | 21.1 | 32.7 | 29.4 | 27.3 | 19.1 | 8.5 | |
| Dynamic Neurons MaskingModel=DeepSeek2025.10 | 10.7 | 24.9 | 16 | 19.9 | 22.3 | 29.1 |