C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

16 December 2024

Papers citing "C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness"

34 / 34 papers shown

Title
Exploring and Exploiting the Inherent Efficiency within Large Reasoning Models for Self-Guided Efficiency Enhancement Weixiang Zhao Jiahe Guo Yang Deng Xingyu Sui Yulin Hu Yanyan Zhao Wanxiang Che Bing Qin Tat-Seng Chua Ting Liu LRM 70 0 0 18 Jun 2025
ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization Zhensheng Jin Xinze Li Yifan Ji Chunyi Peng Zhenghao Liu Qi Shi Y. Yan Shuo Wang Furong Peng Ge Yu LRM 115 0 0 12 Jun 2025
Augmenting Large Language Models with Static Code Analysis for Automated Code Quality Improvements Seyed Moein Abtahi Akramul Azim 138 0 0 12 Jun 2025
Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning Xiangning Yu Zhuohan Wang Linyi Yang Haoxuan Li Anjie Liu Xiao Xue Jun Wang Mengyue Yang ReLM LRM ELM 86 0 0 11 Jun 2025
ADAM: Autonomous Discovery and Annotation Model using LLMs for Context-Aware Annotations Amirreza Rouhi Solmaz Arezoomandan Knut Peterson Joseph T. Woods David Han VLM 49 0 0 10 Jun 2025
How Far Are We from Optimal Reasoning Efficiency? Jiaxuan Gao Shu Yan Qixin Tan Lu Yang Shusheng Xu Wei Fu Zhiyu Mei Kaifeng Lyu Yi Wu LRM 37 0 0 08 Jun 2025
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Henrik Klagges Robert Dahlke Fabian Klemm Benjamin Merkel Daniel Klingmann David A. Reiss Dan Zecha MoMe MoE 45 0 0 31 May 2025
Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning Yang He Xiao Ding Bibo Cai Yufei Zhang Kai Xiong Zhouhao Sun Bing Qin Ting Liu LRM 56 0 0 27 May 2025
Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection Zhihong Pan Kai Zhang Yuze Zhao Yupeng Han LRM 66 0 0 26 May 2025
Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition Zihao Zeng Xuyao Huang Boxiu Li Hao Zhang Zhijie Deng ReLM LRM 46 0 0 26 May 2025
Efficient Reasoning via Chain of Unconscious Thought Ruihan Gong Yue Liu Wenjie Qu Mingzhe Du Yufei He ... Xinfeng Li Ruidong Wang Xinzhong Zhu Bryan Hooi Jiaheng Zhang OffRL LRM 159 1 0 26 May 2025
REA-RL: Reflection-Aware Online Reinforcement Learning for Efficient Large Reasoning Models Hexuan Deng Wenxiang Jiao Xuebo Liu Jun Rao Min Zhang OffRL LRM 88 0 0 26 May 2025
Adaptive Deep Reasoning: Triggering Deep Thinking When Needed Yunhao Wang Yuhao Zhang T. Yu Can Xu Feng Zhang Fengzong Lian OffRL LRM 37 0 0 26 May 2025
The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training Weize Chen Jiarui Yuan Tailin Jin Ning Ding Huimin Chen Zhiyuan Liu Maosong Sun OffRL MQ 55 0 0 25 May 2025
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting Shijue Huang Hongru Wang Wanjun Zhong Zhaochen Su Jiazhan Feng Bowen Cao Yi R. Fung OffRL LRM 169 2 0 24 May 2025
Doc-CoB: Enhancing Multi-Modal Document Understanding with Visual Chain-of-Boxes Reasoning Ye Mo Zirui Shao Kai Ye Xianwei Mao Bo Zhang ... Gang Huang Kehan Chen Zhou Huan Zixu Yan Sheng Zhou LRM 62 0 0 24 May 2025
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning Michael Hassid Gabriel Synnaeve Yossi Adi Roy Schwartz ReLM LRM 113 1 0 23 May 2025
ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models Razvan-Gabriel Dumitru Darius Peteleaza Vikas Yadav Liangming Pan ReLM LRM 119 1 0 22 May 2025
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning Xiaoyun Zhang Jingqing Ruan Xing Ma Yawen Zhu Haodong Zhao Hao Li Jiansong Chen Ke Zeng Xunliang Cai LRM 175 1 0 21 May 2025
ThinkSwitcher: When to Think Hard, When to Think Fast Guosheng Liang Longguang Zhong Ziyi Yang Xiaojun Quan LRM 67 1 0 20 May 2025
Let LLMs Break Free from Overthinking via Self-Braking Tuning Haoran Zhao Yuchen Yan Yongliang Shen Haolei Xu Wenqi Zhang Kaitao Song Jian Shao Weiming Lu Jun Xiao Yueting Zhuang LRM 125 0 0 20 May 2025
Thinkless: LLM Learns When to Think Gongfan Fang Xinyin Ma Xinchao Wang LLMAG OffRL ReLM LRM 155 3 0 19 May 2025
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning Zheng Li Qingxiu Dong Jingyuan Ma Di Zhang Zhifang Sui LRM 86 1 0 16 May 2025
Scalable Chain of Thoughts via Elastic Reasoning Yuhui Xu Hanze Dong Lei Wang Doyen Sahoo Junnan Li Caiming Xiong OffRL LRM 133 8 0 08 May 2025
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models Bin Yu Hang Yuan Haotian Li X. Xu Yuliang Wei Bailing Wang Weizhen Qi Kai Chen LRM 116 4 0 06 May 2025
Process Reward Models That Think Muhammad Khalifa Rishabh Agarwal Lajanugen Logeswaran Jaekyeom Kim Hao Peng Moontae Lee Honglak Lee Lu Wang OffRL ALM LRM 152 9 0 23 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 192 22 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 424 13 0 15 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi Bryan Hooi LLMAG LRM 179 17 0 29 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 209 101 0 20 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Yuhang Liu Jin Jiang Hao Fei Jian Shao Yueting Zhuang LRM ReLM 146 10 0 09 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 141 54 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 125 34 0 03 Mar 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 190 97 0 22 Jan 2025