CoT-Valve: Length-Compressible Chain-of-Thought Tuning

CoT-Valve: Length-Compressible Chain-of-Thought Tuning

13 February 2025

Papers citing "CoT-Valve: Length-Compressible Chain-of-Thought Tuning"

17 / 17 papers shown

Title
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning Ziqing Qiao Yongheng Deng Jiali Zeng Dong Wang Lai Wei Fandong Meng Jie Zhou Ju Ren Yaoxue Zhang LRM 39 0 0 08 May 2025
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
AdaR1: From Long-CoT to Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization H. Luo Haiying He Y. Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 21 0 0 30 Apr 2025
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 60 0 0 25 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 26 0 0 22 Apr 2025
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models Yule Liu Jingyi Zheng Zhen Sun Zifan Peng Wenhan Dong Zeyang Sha Shiwen Cui Weiqiang Wang Xinlei He OffRL LRM 32 3 0 18 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 50 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 40 4 1 14 Apr 2025
Adaptive Rectification Sampling for Test-Time Compute Scaling Zhendong Tan Xingjun Zhang Chaoyi Hu Yancheng Pan Shaoxun Wang LRM 31 0 0 02 Apr 2025
Hawkeye:Efficient Reasoning with Model Collaboration Jianshu She Z. Li Zhemin Huang Qi Li Peiran Xu Haonan Li Qirong Ho LRM 47 0 0 01 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 56 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
Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging Han Wu Yuxuan Yao Shuqi Liu Zehua Liu Xiaojin Fu Xiongwei Han X. Li Hui-Ling Zhen Tao Zhong Mingxuan Yuan MoMe LRM 62 4 0 26 Mar 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 43 1 0 20 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 55 21 0 20 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Y. Liu Jin Jiang M. Zhang Jian Shao Yueting Zhuang LRM ReLM 50 3 0 09 Mar 2025
Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable Tiansheng Huang Sihao Hu Fatih Ilhan Selim Furkan Tekin Zachary Yahn Yichang Xu Ling Liu 40 8 0 01 Mar 2025