IMAGINE pre-synthesizes intent-concealed jailbreak-like instructions via iterative latent-space expansion, and DPO with that data reduces jailbreak attack success rates on Qwen2.5, Llama3.1 and Llama3.2.
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Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks
IMAGINE pre-synthesizes intent-concealed jailbreak-like instructions via iterative latent-space expansion, and DPO with that data reduces jailbreak attack success rates on Qwen2.5, Llama3.1 and Llama3.2.