Cheng-Fu Chou

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

Large audio-language models (LALMs) perform strongly on individual audio tasks, but whether these capabilities can be reliably composed remains underexplored. We conduct a controlled diagnostic study of capability composition in LALMs, requiring models to integrate audio-attribute recognition, cue-conditioned segment s...