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Junyoung Lee

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#small language model Preprint Aug 2026

FOCUS&RePAIR: Mitigating Text Degeneration via Token-Level Guidance for Pruned Large Language Models

A token-level analysis of this failure mode is presented by viewing decoding as a dynamical process that enters and persists in a small set of recurrent contexts and shows that persistence is controlled by the escape mass assigned to plausible alternatives within the token sampling set.

Junyoung Lee, Se-Hee Park, Shinhyoung Jang et al. · 0 citations