most citedThe Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

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cs.CL2026

Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning

Futing Wang, Jianhao Yan, Yun Luo +6

Achieving effective test-time scaling requires models to engage in In-Context Exploration -- the intrinsic ability to generate, verify, and refine multiple reasoning hypotheses wit…