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University of Science and Technology of China
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Training with local visual cues can dramatically enhance MLLMs' ability to extract fine-grained visual details without altering their inference interface.
Current video MLLMs struggle to grasp fleeting visual events, with top models barely surpassing 39% accuracy on critical momentary tasks.
