Fair Generation on WinoBias Race-Pro (extended)
0.08Deviation RatioUnified Concept Editing
Evaluation results
| Method | Links | |
|---|---|---|
| Unified Concept EditingAttribute=CEO2025.03 | 0.08 | |
| Vector Interpret DiffusionAttribute=Nurse2025.03 | 0.08 | |
| OursAttribute=Teacher2025.03 | 0.1 | |
| OursAttribute=Receptionist2025.03 | 0.11 | |
| OursAttribute=CEO2025.03 | 0.12 | |
| OursAttribute=Doctor2025.03 | 0.12 | |
| OursAttribute=Nurse2025.03 | 0.14 | |
| Unified Concept EditingAttribute=Receptionist2025.03 | 0.14 | |
| Vector Interpret DiffusionAttribute=Doctor2025.03 | 0.15 | |
| Vector Interpret DiffusionAttribute=Teacher2025.03 | 0.21 | |
| Vector Interpret DiffusionAttribute=CEO2025.03 | 0.22 | |
| Unified Concept EditingAttribute=Teacher2025.03 | 0.23 | |
| Vector Interpret DiffusionAttribute=Receptionist2025.03 | 0.25 | |
| Standard Diffusion ModelAttribute=Teacher2025.03 | 0.26 | |
| Standard Diffusion ModelAttribute=CEO2025.03 | 0.31 | |
| Unified Concept EditingAttribute=Doctor2025.03 | 0.52 | |
| Standard Diffusion ModelAttribute=Doctor2025.03 | 0.59 | |
| Unified Concept EditingAttribute=Nurse2025.03 | 0.73 | |
| Standard Diffusion ModelAttribute=Receptionist2025.03 | 0.74 | |
| Standard Diffusion ModelAttribute=Nurse2025.03 | 0.79 |