Jinqi Luo

KDA: A Knowledge-Distilled Attacker for Generating Diverse Prompts to Jailbreak LLMs

2025 · arXiv (Cornell University)

Jailbreak attacks exploit specific prompts to bypass LLM safeguards, causing the LLM to generate harmful, inappropriate, and misaligned content. Current jailbreaking methods rely heavily on carefully designed system prompts and numerous queries to achieve a …