Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models. - Qiguang Chen; Dengyun Peng; Jinhao Liu; HuiKang Su; Jiannan Guan; Libo Qin 001; Wanxiang Che (CoRR, 2025)