Prosody-driven Jailbreaks in Audio LLMs: A Controlled Study and Mechanistic Analysis

Jiachen Qian, Junyu Li

Audio-capable foundation models enable end-to-end spoken interaction, but they also introduce safety risks beyond transcript content. It remains unclear how much jailbreak capabili…