Jailbreak Defense on MaliciousInstruct
0ASR (GCG)SafeDecoding
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SafeDecodingBase Model=Llama3.1-8B-Instruct2026.05 | 0 | 1 | 0 | |
| LEDBase Model=Llama3.1-8B-Instruct2026.05 | 0 | 2 | 1 | |
| EVA (text)Base Model=Llama3.1-8B-Instruct2026.05 | 0 | 0 | 0 | |
| LEDBase Model=Qwen2.5-7B-Instruct2026.05 | 0 | 0 | 2 | |
| EVA (text)Base Model=Qwen2.5-7B-Instruct2026.05 | 0 | 0 | 4 | |
| SafeDecodingBase Model=Vicuna-7B-v1.52026.05 | 1 | 8 | 11 | |
| EVA (text)Base Model=Vicuna-7B-v1.52026.05 | 1 | 5 | 5 | |
| SafeDecodingBase Model=Llama2-7B-chat2026.05 | 1 | 0 | 0 | |
| Circuit BreakersBase Model=Llama2-7B-chat2026.05 | 1 | 1 | 0 | |
| EVA (text)Base Model=Llama2-7B-chat2026.05 | 1 | 0 | 0 | |
| Circuit BreakersBase Model=Llama3.1-8B-Instruct2026.05 | 1 | 1 | 0 | |
| Circuit BreakersBase Model=Qwen2.5-7B-Instruct2026.05 | 1 | 1 | 0 | |
| Circuit BreakersBase Model=Vicuna-7B-v1.52026.05 | 2 | 7 | 12 | |
| LEDBase Model=Vicuna-7B-v1.52026.05 | 5 | 10 | 5 | |
| LoRABase Model=Vicuna-7B-v1.52026.05 | 8 | 32 | 16 | |
| LEDBase Model=Llama2-7B-chat2026.05 | 8 | 2 | 1 | |
| Circuit BreakersBase Model=Mistral-7B-Instruct-v0.22026.05 | 10 | 19 | 10 | |
| LEDBase Model=Mistral-7B-Instruct-v0.22026.05 | 12 | 25 | 12 | |
| SafeDecodingBase Model=Mistral-7B-Instruct-v0.22026.05 | 14 | 24 | 16 | |
| EVA (text)Base Model=Mistral-7B-Instruct-v0.22026.05 | 14 | 12 | 10 | |
| LoRABase Model=Llama2-7B-chat2026.05 | 32 | 0 | 0 | |
| LoRABase Model=Mistral-7B-Instruct-v0.22026.05 | 40 | 55 | 44 | |
| LoRABase Model=Llama3.1-8B-Instruct2026.05 | 42 | 47 | 6 | |
| VanillaBase Model=Llama2-7B-chat2026.05 | 45 | 30 | 0 | |
| SafeDecodingBase Model=Qwen2.5-7B-Instruct2026.05 | 48 | 97 | 45 | |
| VanillaBase Model=Llama3.1-8B-Instruct2026.05 | 69 | 46 | 4 | |
| LoRABase Model=Qwen2.5-7B-Instruct2026.05 | 72 | 90 | 44 | |
| VanillaBase Model=Qwen2.5-7B-Instruct2026.05 | 80 | 96 | 54 | |
| VanillaBase Model=Vicuna-7B-v1.52026.05 | 94 | 83 | 86 | |
| VanillaBase Model=Mistral-7B-Instruct-v0.22026.05 | 94 | 96 | 92 |