LIAR: Leveraging Inference Time Alignment (Best-of-N) to Jailbreak LLMs in Seconds

James Beetham, Souradip Chakraborty, Mengdi Wang +3

Jailbreak attacks expose vulnerabilities in safety-aligned LLMs by eliciting harmful outputs through carefully crafted prompts. Existing methods rely on discrete optimization or tr…