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20242026
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cs.CL2026

EchoDistill:Alignment Noisy-to-Clean Self-Distillation for Robust Audio LLMs

Liang Lin, Chunxi Luo, Kaiwen Luo +9

Audio Large Language Models (ALLMs) are highly vulnerable to real-world noise, which often induces severe semantic drift and hallucinations. Existing robustness methods primarily r…