Let LLMs Break Free from Overthinking via Self-Braking Tuning

Let LLMs Break Free from Overthinking via Self-Braking Tuning

20 May 2025

Papers citing "Let LLMs Break Free from Overthinking via Self-Braking Tuning"

19 / 19 papers shown

Title
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 110 14 0 22 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 94 36 1 14 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 82 9 0 09 Apr 2025
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification Anqi Zhang Yulin Chen Jane Pan Chen Zhao Aurojit Panda Jinyang Li He He ReLM LRM 86 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 83 6 0 06 Apr 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 167 71 0 20 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 108 36 0 07 Mar 2025
DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models Yi Shen Jing Zhang Jieyun Huang Shuming Shi Wenjing Zhang Jiangze Yan Rongjia Du Ning Wang Kai Wang Shiguo Lian LRM 108 42 0 06 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach Ayeong Lee Ethan Che Tianyi Peng LRM 73 24 0 03 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 103 22 0 27 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 116 62 0 25 Feb 2025
LightThinker: Thinking Step-by-Step Compression Jintian Zhang Yuqi Zhu Mengshu Sun Yujie Luo Shuofei Qiao Lun Du Da Zheng Ningyu Zhang N. Zhang LRM LLMAG 87 24 0 24 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 144 38 0 13 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 103 35 0 11 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 123 107 0 05 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 127 132 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
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 142 77 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 214 250 0 22 Jan 2025