Explore Briefly, Then Decide: Mitigating LLM Overthinking via Cumulative Entropy Regulation. - Tianyi Jiang; Yi Bin; Yujuan Ding; Kainian Zhu; Fei Ma 006; Jingkuan Song; Heng Tao Shen (CoRR, 2025)