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Ningbo University
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Clean audio can be weaponized as a backdoor trigger in speech enhancement models, achieving near-perfect attack success without altering the input.
Evaluations reveal that current models struggle with long-range narrative integration and cultural reasoning, highlighting a critical gap in video understanding capabilities.