Fig.1

Concept

Rubric-and-rule rewards

Rubric-and-rule rewards are a hybrid reward signal for reinforcement learning that combines two scoring mechanisms: deterministic rule-based checks and softer rubric-based judgments, usually from an LLM grader. Think of it like a test suite with both assert statements…

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