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Yongjian Guo

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Preprint Jul 2026

On-Policy Distillation for LLM Safety: A Routing Approach to Template-Robust Realignment

This work proposes Routing-based On-Policy Distillation (ROPD), a novel realignment framework that models the divergence between aligned and compromised output probability distributions rather than fitting specific prompt templates, establishing a new standard for robust LLM realignment.

Yongjian Guo, Wanlun Ma, Lingyu Shen et al. · 0 citations