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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.
