TrapSuffix: Proactive Defense Against Adversarial Suffixes in Jailbreaking

Mengyao Du, Han Fang, Haokai Ma +4

Suffix-based jailbreak attacks append an adversarial suffix, i.e., a short token sequence, to steer aligned LLMs into unsafe outputs. Since suffixes are free-form text, they admit…