Real-Time Aligned Reward Model beyond Semantics. - Zixuan Huang 012; Xin Xia 005; Yuxi Ren; Jianbin Zheng; Xuefeng Xiao 001; Hongyan Xie; Li Huaqiu; Songshi Liang; Zhongxiang Dai; Fuzhen Zhuang; Jianxin Li 002; Yikun Ban; et al. (CoRR, 2026)