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Sheng-Da Fan

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#artificial intelligence Preprint Sep 2026

Inducing Process Supervision from Outcome-Only Reinforcement Learning

TIPS (Thinking-Induced Process Supervision), an outcome-only reinforcement learning (RL) framework for training generative PRMs, is introduced and validated, demonstrating the effectiveness of TIPS across math and agent benchmarks and four backbone families.

Sheng-Da Fan, Xin Cong, Zhong Zhang et al. · 0 citations

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