R3S: Refining and Recovering Reinforcement Signals for Multilingual Understanding and Reasoning

Junxiao Liu, Zhijun Wang, Yixiao Li +6

Large reasoning models often default to English reasoning when processing non-English questions, yet their performance drops substantially when reasoning in the question language.…