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"

5 / 5 papers shown

Title
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 2 0 0 23 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 15 0 0 22 May 2025
Internal Bias in Reasoning Models leads to Overthinking Renfei Dang Shujian Huang Jiajun Chen AIFin LRM AI4CE 51 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 31 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