When More is Less: Understanding Chain-of-Thought Length in LLMs

When More is Less: Understanding Chain-of-Thought Length in LLMs

11 February 2025

Stefanie Jegelka

Papers citing "When More is Less: Understanding Chain-of-Thought Length in LLMs"

15 / 15 papers shown

Title
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 49 0 0 30 Apr 2025
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 20 0 0 30 Apr 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang ReLM OODD LRM 58 0 0 30 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Li Cao Weiping Wang ReLM LRM 28 0 0 22 Apr 2025
AlignRAG: An Adaptable Framework for Resolving Misalignments in Retrieval-Aware Reasoning of RAG Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 22 0 0 21 Apr 2025
Cost-of-Pass: An Economic Framework for Evaluating Language Models Mehmet Hamza Erol Batu El Mirac Suzgun Mert Yuksekgonul J. Zou ELM 29 0 0 17 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 53 0 0 15 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 42 4 1 14 Apr 2025
Concise Reasoning via Reinforcement Learning Mehdi Fatemi Banafsheh Rafiee Mingjie Tang Kartik Talamadupula ReLM OffRL LRM 40 3 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 M. Shoeybi Bryan Catanzaro Yejin Choi ReLM LRM 40 2 0 06 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 58 7 0 29 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 76 11 0 27 Mar 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Y. Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 47 2 0 25 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 58 21 0 20 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach Ayeong Lee Ethan Che Tianyi Peng LRM 36 10 0 03 Mar 2025