2 papers
cs.CL2026
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…
cs.AI2026
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…