Harmlessness evaluation on SafeEdit
99.26Success RateDINM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DINMModel=LLAMA3-8B-INSTRUCT, Mode=DINM2026.02 | 99.26 | 99.56 | 99.56 | 99.11 | 99.85 | 1.5 | |
| PromptCDModel=LLAMA2-7B-CHAT, Mode=PromptCD2026.02 | 96.67 | 98.67 | 82.3 | 96.59 | 82.37 | 7.29 | |
| PromptCDModel=LLAMA3-8B-INSTRUCT, Mode=PromptCD2026.02 | 95.26 | 92.96 | 84.81 | 95.78 | 83.85 | 5.95 | |
| DINMModel=LLAMA2-7B-CHAT, Mode=DINM2026.02 | 90 | 89.93 | 59.26 | 87.41 | 57.63 | 6.61 | |
| PromptCDModel=QWEN2.5-7B-INSTRUCT, Mode=PromptCD2026.02 | 76 | 88.89 | 76.89 | 77.78 | 76.96 | 6.44 | |
| FT-LModel=LLAMA2-7B-CHAT, Mode=FT-L2026.02 | 42.52 | 76.22 | 28.37 | 42.89 | 28.85 | 5.94 | |
| VanillaModel=LLAMA2-7B-CHAT, Mode=Vanilla2026.02 | 40.59 | 76.96 | 22.41 | 41.33 | 21.78 | 7.01 | |
| PromptCDModel=MISTRALV0.3-7B-INSTRUCT, Mode=PromptCD2026.02 | 38.67 | 86.67 | 36.44 | 39.78 | 37.04 | 7.14 | |
| DINMModel=MISTRALV0.3-7B-INSTRUCT, Mode=DINM2026.02 | 35.78 | 73.48 | 26.3 | 33.78 | 24.89 | 6.82 | |
| DINMModel=QWEN2.5-7B-INSTRUCT, Mode=DINM2026.02 | 26.74 | 84.22 | 34.59 | 24.52 | 33.78 | 7.78 | |
| VanillaModel=QWEN2.5-7B-INSTRUCT, Mode=Vanilla2026.02 | 17.63 | 72.59 | 7.11 | 10.44 | 7.04 | 8.01 | |
| FT-LModel=QWEN2.5-7B-INSTRUCT, Mode=FT-L2026.02 | 12.3 | 74 | 24.59 | 11.26 | 24.89 | 7.69 | |
| VanillaModel=LLAMA3-8B-INSTRUCT, Mode=Vanilla2026.02 | 12.15 | 54.81 | 18.07 | 12.07 | 18.74 | 7.46 | |
| FT-LModel=LLAMA3-8B-INSTRUCT, Mode=FT-L2026.02 | 11.7 | 54.96 | 30.59 | 11.78 | 30.52 | 7.16 | |
| FT-LModel=MISTRALV0.3-7B-INSTRUCT, Mode=FT-L2026.02 | 10.67 | 36.67 | 19 | 10.22 | 18.44 | 6.65 | |
| VanillaModel=MISTRALV0.3-7B-INSTRUCT, Mode=Vanilla2026.02 | 9.85 | 34.44 | 9.04 | 9.78 | 8.44 | 7.66 |