Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning

23 May 2025

Papers citing "Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning"

18 / 18 papers shown

Title
Phi-4-reasoning Technical Report Marah Abdin Sahaj Agarwal Ahmed Hassan Awadallah Vidhisha Balachandran Harkirat Singh Behl ... Vaishnavi Shrivastava Vibhav Vineet Yue Wu Safoora Yousefi Guoqing Zheng ReLM LRM 149 9 0 30 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 108 14 0 22 Apr 2025
Think Deep, Think Fast: Investigating Efficiency of Verifier-free Inference-time-scaling Methods Junlin Wang Shang Zhu Jon Saad-Falcon Ben Athiwaratkun Qingyang Wu Jue Wang Shuaiwen Leon Song Ce Zhang Bhuwan Dhingra James Y. Zou LRM 80 8 0 18 Apr 2025
THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models Xiao Pu Michael Stephen Saxon Wenyue Hua William Y. Wang LRM 81 4 0 17 Apr 2025
A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems Zixuan Ke Fangkai Jiao Yifei Ming Xuan-Phi Nguyen Austin Xu ... Chengwei Qin Peifeng Wang Siyang Song Caiming Xiong Shafiq Joty LRM 78 14 0 12 Apr 2025
Concise Reasoning via Reinforcement Learning Mehdi Fatemi Banafsheh Rafiee Mingjie Tang Kartik Talamadupula ReLM OffRL LRM 95 11 0 07 Apr 2025
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning Ximing Lu Seungju Han David Acuna Hyunwoo Kim Jaehun Jung ... Niklas Muennighoff M. Patwary Mohammad Shoeybi Bryan Catanzaro Yejin Choi ReLM LRM 80 6 0 06 Apr 2025
Z1: Efficient Test-time Scaling with Code Zhaojian Yu Yinghao Wu Yilun Zhao Arman Cohan Xiao-Ping Zhang LRM 78 11 0 01 Apr 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 124 132 0 05 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 303 1,503 0 22 Jan 2025
C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness Yu Kang Xianghui Sun Liangyu Chen Wei Zou LRM 142 40 0 16 Dec 2024
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost Sania Nayab Giulio Rossolini Giorgio Buttazzo Nicolamaria Manes F. Giacomelli Nicolamaria Manes Fabrizio Giacomelli LRM 89 36 0 29 Jul 2024
The Larger the Better? Improved LLM Code-Generation via Budget Reallocation Michael Hassid Tal Remez Jonas Gehring Roy Schwartz Yossi Adi 85 24 0 31 Mar 2024
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 136 2,049 0 12 Sep 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 489 3,486 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 616 9,009 0 28 Jan 2022
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 180 5,328 0 07 Jul 2021
SPoC: Search-based Pseudocode to Code Sumith Kulal Panupong Pasupat Kartik Chandra Mina Lee Oded Padon A. Aiken Percy Liang 46 215 0 12 Jun 2019