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X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University, China
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Over-reliance on agentic decomposition can actually *hurt* audio understanding when a strong audio frontend already provides sufficient information, highlighting the importance of conditional evidence acquisition.
LLMs maintain surface syntax but collapse on structural semantics, revealing critical gaps in their ability to function as reliable agents in complex environments.
