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Jongkyung Shin

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#natural language process... Preprint Sep 2026

Controlling and Assessing Appropriate Persona Use in LLM-based Dialogue Generation

In persona-based dialogue generation (PDG), LLMs often overuse persona attributes by incorporating them regardless of dialogue context, resulting in unnatural responses. Despite its practical significance, the underlying causes remain unexplored, with no method to mitigate this problem or metric to assess the appropria...

Jongkyung Shin, Inkyu Lee, Chiehyeon Lim · 0 citations
#natural language process... Preprint Sep 2026

HyperStyler: Low-resource Authorship Style Transfer via Context-aware Style Navigation and Hypernetworks

This work proposes HyperStyler, a novel architecture that decouples LAST into style selection and style realization, and demonstrates that HyperStyler consistently outperforms prior methods including LLM-based approaches and generalizes robustly across domains.

Jongkyung Shin, Minguk Jeon, Chanwoo Park et al. · 0 citations

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