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Liu Jiale · Jungang Li · Jieming Yu · Yu Xinglin · Zihao Dongfang · Shi Keyu · Zongjian Ding · 家焕 张 · Shunwen Bai · Haoran Huang · Yurun Wang · Yanxi Wu · Ningzhe Yu · Yudong Gao · Mingjun Cheng
Yubo Gao · Haotian Wu · Hong Chen · Junquan Huang · Yibo Yan · Jungang Li · Zihao Dongfang · Sicheng Tao · PS Tan · Jie Zhang · Xuming Hu
Chain-of-Thought (CoT) has significantly enhanced LLM reasoning, yet often incurs substantial computational overhead due to “overthinking”: generating excessively long rationales without commensurate accuracy gains. Existing efficiency methods typically apply uniform compression, which overlooks...