Author

Inho Won

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#artificial intelligence Preprint Oct 2026

Which Language Should a Skeleton Speak? Language Choices in Multilingual Reasoning

Skeleton-based reasoning prompting is a promising training-free approach for structuring LLM reasoning, but prior work largely assumes an English-centric setting. We propose the Language-Aware Skeleton Exploration Framework (LASEF) to study skeleton-language choice in multilingual mathematical reasoning. Across math be...

HyeonSeok Lim, Seung-Woo Song, Inho Won et al. · 0 citations

#natural language process... Preprint Sep 2026

Distribution-aware Language Neuron Identification in Multilingual Large Language Models

Distribution-aware Language Neuron selection is proposed, which leverages pairwise relationships between per-language activation distributions over the full activation range, including negative values, to quantify each neuron's language specificity by clustering languages using pairwise overlap coefficients between the...

Minjun Kim, Inho Won, Junghun Yuk et al. · 0 citations