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Mu-Tien Kuo

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Preprint Aug 2026

What Makes an Initial Reaction Ready for Discussion?: Multi-Persona AI Support for Stance Reflection and Writing

An initial reaction to a social or community issue can feel meaningful before it is ready to become a message: people still need to clarify the claim, anticipate audience risks, and decide how much reasoning should become visible to others. We present StanceLab, a prototype for preparing a stance before entering a disc...

S. S. Hong, Mu-Tien Kuo, Wei-Ji Chen et al. · 0 citations

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