A Rubric Reward Model evaluates LLM reasoning steps against problem rubrics to reduce Miracle Steps and improve verified math performance over outcome-only rewards.
Prompt 2: Rubric Generation Role:You are an experienced math competition coach and problem-setter, an expert in the logical structure of mathematical proofs
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Curing Miracle Steps in LLM Mathematical Reasoning with Rubric Rewards
A Rubric Reward Model evaluates LLM reasoning steps against problem rubrics to reduce Miracle Steps and improve verified math performance over outcome-only rewards.