Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs

30 April 2025

Papers citing "Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs"

7 / 7 papers shown

Title
CP-Router: An Uncertainty-Aware Router Between LLM and LRM Jiayuan Su Fulin Lin Zhaopeng Feng Han Zheng Teng Wang Zhenyu Xiao Xinlong Zhao Zuozhu Liu Lu Cheng Hongwei Wang 5 0 0 26 May 2025
WebCoT: Enhancing Web Agent Reasoning by Reconstructing Chain-of-Thought in Reflection, Branching, and Rollback Minda Hu Tianqing Fang Jianshu Zhang Junyu Ma Zhisong Zhang Jingyan Zhou Hongming Zhang Haitao Mi Dong Yu Irwin King LLMAG LRM 5 0 0 26 May 2025
Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens Xixian Yong Xiao Zhou Yingying Zhang Jinlin Li Yefeng Zheng X. Wu LRM 16 0 0 23 May 2025
Internal Bias in Reasoning Models leads to Overthinking Renfei Dang Shujian Huang Jiajun Chen AIFin LRM AI4CE 53 0 0 22 May 2025
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models Jiaqi Wang Kevin Qinghong Lin James Cheng Mike Zheng Shou OffRL ReLM LRM 22 0 0 22 May 2025
Thinking Short and Right Over Thinking Long: Serving LLM Reasoning Efficiently and Accurately Yuhang Wang Youhe Jiang Tengjiao Wang Fangcheng Fu LRM 34 0 0 19 May 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang Sida Li ReLM OODD LRM 296 4 0 30 Apr 2025