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Huida Qiu

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Aug 2026

A3Bench: an audience-aligned multilingual benchmark for video audience insights understanding

A3Bench is introduced, an audience-aligned benchmark for evaluating video audience insights with large-scale videos and high-quality multilingual comments and Cognition Interaction of Thought (CIoT), a structured reasoning framework that emulates key aspects of cognitive processes is proposed.

Yi-Ming Lei, Guozhen Peng, Ze-Ming Liu et al. · 0 citations

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