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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Junxiao Liu

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Preprint Aug 2026

RP-OPSD: Reasoning-Pivot-Guided On-Policy Self-Distillation for Multilingual Reasoning Transfer

RP-OPSD, Reasoning-Pivot-guided On-Policy Self-Distillation is proposed, using the distributional shift between matched teacher views with and without an English reference solution as an operational proxy to guide privileged distillation and reference anchoring.

X. Wang, Junxiao Liu, Shu-Jian Huang · 0 citations
Preprint Jul 2026

Efficient Multilingual Reasoning Transfer via Progressive Code-Switching

Progressive Code-Switching (Progressive Code-Switching) is proposed, a more efficient transfer framework that requires only lightweight translation without any stronger model for distillation or judging for target-language reasoning.

Zhijun Wang, Junxiao Liu, Hao Zhou et al. · 1 citation · ⚡1

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