Author

Jiachen Qian

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Preprint Jul 2026

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

Overall, matched-text speech delivery should be treated as a first-class factor in Audio LLM safety evaluation by holding transcript content fixed and varying six speech-delivery presets whose acoustic attributes may co-vary.

Jiachen Qian, Junyu Li · 0 citations