VRPRM: Process Reward Modeling via Visual Reasoning

VRPRM introduces a Process Reward Model (PRM) using visual reasoning and Chain-of-Thought (CoT) to evaluate generation steps, unlike standard outcome models. It uses an efficient two-stage training strategy with minimal data to achieve higher quality reasoning, proving it is a powerful test-time scaling method that significantly boosts model performance.

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