Jiacheng Pang

Audio LLMs are often fooled by what they "read" in the transcript, ignoring critical paralinguistic cues in the audio itself, but a simple layer mixing strategy can dramatically improve their acoustic awareness.

Omni LLMs can be made significantly more reliable by decoupling modalities during preference optimization, reducing cross-modal hallucinations without increasing the training budget.