When Capabilities Fail to Compose: Diagnosing the Compositionality Gap in Large Audio-Language Models

Chien-Feng Liu, Chih-Kai Yang, Bo-Han Feng +3

Large audio-language models (LALMs) perform strongly on individual audio tasks, but whether these capabilities can be reliably composed remains underexplored. We conduct a controll…