General Capability Preservation on SafeEdit
8.07FluencyTOXEDIT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TOXEDITModel=LLaMA3-8B-Instruct2025.05 | 8.07 | 95.36 | 62.69 | 26.09 | |
| VanillaModel=LLaMA3-8B-Instruct2025.05 | 7.89 | — | 64.83 | 25.81 | |
| VanillaModel=LLaMA2-7B-Chat2025.05 | 7.66 | — | 55.15 | 22.29 | |
| TOXEDITModel=LLaMA2-7B-Chat2025.05 | 7.56 | 98.02 | 53.73 | 19.37 | |
| FT-LModel=Mistral-7B-Instruct-v0.22025.05 | 7.52 | 95.4 | 59.57 | 18.8 | |
| VanillaModel=Mistral-7B-Instruct-v0.22025.05 | 7.41 | — | 59.18 | 18.86 | |
| FT-LModel=LLaMA2-7B-Chat2025.05 | 7.32 | 76.01 | 55.43 | 22.21 | |
| TOXEDITModel=Mistral-7B-Instruct-v0.22025.05 | 7.22 | 94.62 | 59.35 | 17.77 | |
| WISEModel=LLaMA2-7B-Chat2025.05 | 7.19 | 75.01 | 55.11 | 22.23 | |
| WISEModel=Mistral-7B-Instruct-v0.22025.05 | 6.9 | 82.89 | 59.57 | 18.81 | |
| DINMModel=Mistral-7B-Instruct-v0.22025.05 | 6.69 | 66.16 | 59.57 | 18.8 | |
| FT-LModel=LLaMA3-8B-Instruct2025.05 | 6.42 | 64.65 | 63.03 | 25.51 | |
| WISEModel=LLaMA3-8B-Instruct2025.05 | 5.64 | 61.41 | 62.99 | 25.9 | |
| DINMModel=LLaMA2-7B-Chat2025.05 | 3.43 | 13.55 | 53.37 | 20.22 | |
| DINMModel=LLaMA3-8B-Instruct2025.05 | 1.2 | 3.92 | 62.98 | 25.18 |