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

13 February 2025

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

25 / 25 papers shown

Title
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models Yuxuan Jiang Dawei Li Frank Ferraro LRM 12 0 0 20 May 2025
Activation-Guided Consensus Merging for Large Language Models Yuxuan Yao Shuqi Liu Zehua Liu Qintong Li Mingyang Liu Xiongwei Han Zhijiang Guo Han Wu Linqi Song MoMe 11 0 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 9 0 0 20 May 2025
Thinkless: LLM Learns When to Think Gongfan Fang Xinyin Ma Xinchao Wang LLMAG OffRL ReLM LRM 14 0 0 19 May 2025
Efficient RL Training for Reasoning Models via Length-Aware Optimization Danlong Yuan Tian Xie Shaohan Huang Zhuocheng Gong Huishuai Zhang Chong Luo Furu Wei Dongyan Zhao OffRL LRM VLM 9 0 0 18 May 2025
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 21 0 0 16 May 2025
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning Zheng Li Qingxiu Dong Jingyuan Ma Di Zhang Zhifang Sui LRM 12 0 0 16 May 2025
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 54 1 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 167 2 0 30 Apr 2025
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Hanjun Luo Haiying He Yucheng Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 31 1 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 230 1 0 25 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 50 6 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 50 4 0 18 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 184 4 0 15 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Shuaiyi Nie Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 49 2 0 14 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 54 16 1 14 Apr 2025
Adaptive Rectification Sampling for Test-Time Compute Scaling Zhendong Tan Xingjun Zhang Chaoyi Hu Yancheng Pan Shaoxun Wang LRM 41 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 60 3 0 01 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 LLMAG LRM 73 8 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 91 17 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 Xianrui Li Hui-Ling Zhen Tao Zhong Mingxuan Yuan MoMe LRM 78 7 0 26 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 86 35 0 20 Mar 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 57 1 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 53 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 55 13 0 01 Mar 2025