4 papers
Controlling and Assessing Appropriate Persona Use in LLM-based Dialogue Generation
Jongkyung Shin, Inkyu Lee, Chiehyeon Lim
In persona-based dialogue generation (PDG), LLMs often overuse persona attributes by incorporating them regardless of dialogue context, resulting in unnatural responses. Despite it…
HyperStyler: Low-resource Authorship Style Transfer via Context-aware Style Navigation and Hypernetworks
Jongkyung Shin, Minguk Jeon, Chanwoo Park +1
Low-resource authorship style transfer (LAST) aims to rewrite text into the style of an arbitrary target author using only a few reference examples while preserving the original me…
Concretized Proposition Prompting Resolves Composition-Knowledge Dichotomy in Large Language Models
Changhun Lee, Minguk Jeon, Jongkyung Shin +1
LLMs often struggle to balance compositionality with knowledgeability, a challenge we define as Composition-Knowledge Dichotomy. To address this, we propose Concretized Proposition…
Cross-channel Recommendation for Multi-channel Retail
Yijin Choi, Jongkyung Shin, Chiehyeon Lim
An increasing number of retailers are expanding their channels to the offline and online domains, transforming them into multi-channel retailers. This transition emphasizes the nee…