SAID is a training-free defense that distills obfuscated prompts into intents, probes them with safety prefixes, and rejects if any intent is unsafe, claiming SOTA jailbreak resistance on open LLMs.
A survey on evaluation of large language models.ACM transactions on intelligent systems and technology, 15(3):1–45, 2024a
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SAID: Safety-Aware Intent Defense via Prefix Probing for Large Language Models
SAID is a training-free defense that distills obfuscated prompts into intents, probes them with safety prefixes, and rejects if any intent is unsafe, claiming SOTA jailbreak resistance on open LLMs.