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Xiao-Yang Liu

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Preprint Aug 2026

NTDH: Complex Reasoning for Comprehensive Affective Analysis

This work recast the affective analysis task as a complex-reasoning problem, which yields one output interface across heterogeneous label spaces and a trajectory over which a verifiable reward can be optimised; to the authors' knowledge, this is the first such treatment covering both sentiment and emotion.

Tianlei Zhu, Zhiwei Liu, Yu-Yan Wang et al. · 0 citations

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