Bridging the Perception Gap: A Lightweight Coarse-to-Fine Architecture for Edge Audio Systems

Hengfan Zhang, Yueqian Lin, Hai Helen Li +1

Deploying Audio-Language Models (Audio-LLMs) on edge infrastructure exposes a persistent tension between perception depth and computational efficiency. Lightweight local models ten…