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Gang-Qiang Hu

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#artificial intelligence Preprint Sep 2026

RLVR$^{2}$: Reinforcement Learning with Verifiable Rubric-based Ranking

Reinforcement Learning with Verifiable Rewards (RLVR) is expanding from tasks with well-defined correctness signals, such as mathematics and code, toward multifaceted quality requirements specified by multi-dimensional rubrics. Since policy optimization consumes one scalar per rollout, rubric-based pipelines must map m...

Hao Li, Zheng-Kun Zhang, Gang-Qiang Hu et al. · 0 citations

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