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Fake news in short videos often betrays itself through subtle inconsistencies between text, audio, and visuals, a weakness MAGIC3 expertly exploits for efficient detection.
LLMs can fail to generalize knowledge edits to instruction-following scenarios due to a "Covariance Trap," but RoSE unlocks robust interactive parametric memory by aligning representations and smoothing the optimization landscape.
