When Silence Matters: The Impact of Irrelevant Audio on Text Reasoning in Large Audio-Language Models

Chen-An Li, Tzu-Han Lin, Hung-yi Lee

Large audio-language models (LALMs) unify speech and text processing, but their robustness in noisy real-world settings remains underexplored. We investigate how irrelevant audio,…