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Anjie Liu · Ziqin Gong · Yan Song · Yuxiang Chen · Xiaolong Liu · Hengtong Lu · Kaike Zhang · Chen Wei · Jun Wang
Sunzhu Li · Jiale Zhao · Huimin Ren · Zhenlin Wei · Yang Zhou · Jingwen Yang · Shunyu Liu · Kaike Zhang · Chen Wei
Reinforcement Learning with Verifiable Rewards (RLVR) has driven substantial progress in reasoning-intensive domains like mathematics. However, optimizing open-ended generation remains challenging due to the lack of ground truth. While rubric-based evaluation offers a structured proxy for verific...