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Multilingual reasoning in LLMs isn't just about translation—it's a powerful knob for improving RL training by expanding the exploration space and boosting exploitation.
Machine translation gets a boost: a new reward model leverages comparative analysis of candidate translations to unlock reasoning abilities comparable to SOTA reasoning models.