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chain-of-thought reasoning 1emergent behavior 1large language models 1scaling laws 1zero-shot reinforcement learning 1

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cs.AI2025

SHARP: Synthesizing High-quality Aligned Reasoning Problems for Large Reasoning Models Reinforcement Learning

Xiong Jun Wu, Zhenduo Zhang, ZuJie Wen +11

Training large reasoning models (LRMs) with reinforcement learning in STEM domains is hindered by the scarcity of high-quality, diverse, and verifiable problem sets. Existing synth…