Reward and Guidance through Rubrics: Promoting Exploration to Improve Multi-Domain Reasoning. - Baolong Bi; Shenghua Liu; Yiwei Wang 001; Siqian Tong; Lingrui Mei; Yuyao Ge; Yilong Xu; Jiafeng Guo; Xueqi Cheng (CoRR, 2025)