How Far Are AI Scientists from Changing the World? - Qiujie Xie; Yixuan Weng; Minjun Zhu; Fuchen Shen; Shulin Huang; Zhen Lin; Jiahui Zhou; Zilan Mao; Zijie Yang; Linyi Yang; Jian Wu; Yue Zhang (CoRR, 2025)