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language-adaptive switch
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language-adaptive-switch-0caf2c17·1 events·first seen 25d agoAliases: language-adaptive switch
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LANG: Reinforcement Learning Framework for Multilingual Reasoning with Language-Adaptive Hint Guidance
LANG is a new RL-based framework for improving multilingual reasoning in LLMs that addresses the trade-off between input-language consistency and reasoning quality. It uses language-conditioned hints with a progressive decay schedule and a language-adaptive switch to tailor learning to per-language difficulty. Empirical results on multilingual mathematical benchmarks show improved reasoning without language drift toward English, and the approach generalizes beyond mathematics.