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Cheng-Long Zhao

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#artificial intelligence Preprint Sep 2026

MatrixReward: Reward from Rubric Matrix for Open-Ended Generation

Open-ended query generation lacks standard answers, thus necessitating an effective reward mechanism. Pointwise scoring rubrics provide limited information about the relative quality of sample answers under the same prompt; merging multiple rubric judgments into a single score may also mask the differences between thes...

Zi-Hang Shen, Qi Liu, Zi-Xuan Yang et al. · 0 citations

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