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The paper introduces Rubric Response Theory (RRT), which replaces additive rubric scoring with a two-parameter item response model plus a Response Parameter Network (RPN) updated via online EM, achieving higher macro criterion scores than GRPO on Medical and Science benchmarks while halving judge requests.