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Seoyeon Kim

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Preprint Jul 2026

SyRuP: Enhancing System-Prompt Following via Reward-Guided Prediction in LLM Decoding

SyRuP is introduced, a decoding-time framework for improving system-prompt adherence while keeping the base LM frozen, and results suggest that explicit token-level guidance is an effective and practical mechanism for reliable system-prompt following.

Seoyeon Kim, Minjae Kang, Jaehyung Kim · 0 citations