Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

17 December 2024

Papers citing "Compressed Chain of Thought: Efficient Reasoning Through Dense Representations"

24 / 24 papers shown

Title
FlashThink: An Early Exit Method For Efficient Reasoning Guochao Jiang Guofeng Quan Zepeng Ding Ziqin Luo Dixuan Wang Zheng Hu ReLM LRM 12 0 0 20 May 2025
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space Hengli Li Chenxi Li Tong Wu Ganqu Cui Yuxuan Wang ... Eric Hanchen Jiang Song-Chun Zhu Zixia Jia Ying Nian Wu Zilong Zheng LRM 17 0 0 19 May 2025
HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization Chengyu Huang Zhengxin Zhang Claire Cardie LRM 14 0 0 16 May 2025
SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao BDL LRM 22 0 0 16 May 2025
Spectral Policy Optimization: Coloring your Incorrect Reasoning in GRPO Peter Chen Xiaopeng Li Feiyu Xiong Xi Chen Tianyi Lin 12 0 0 16 May 2025
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Haotian Luo Haiying He Yucheng Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 31 1 0 30 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 53 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 53 4 0 18 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 193 4 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 57 16 1 14 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Zhicheng Dou OffRL LRM 42 0 0 13 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 76 8 0 29 Mar 2025
Harnessing Chain-of-Thought Metadata for Task Routing and Adversarial Prompt Detection Ryan Marinelli Josef Pichlmeier Tamás Bisztray LRM 44 0 0 27 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
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
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Yuhang Liu Jin Jiang Mengdi Zhang Jian Shao Yueting Zhuang LRM ReLM 53 3 0 09 Mar 2025
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation Zhenyi Shen Hanqi Yan Linhai Zhang Zhanghao Hu Yali Du Yulan He LRM 74 12 0 28 Feb 2025
LightThinker: Thinking Step-by-Step Compression Jintian Zhang Yuqi Zhu Mengshu Sun Yujie Luo Shuofei Qiao Lun Du Da Zheng Huajun Chen N. Zhang LRM LLMAG 51 16 0 24 Feb 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao LLMAG CLL LRM 69 13 0 17 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 86 27 0 13 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yue Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 92 50 0 22 Jan 2025
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA Sangmin Bae Adam Fisch Hrayr Harutyunyan Ziwei Ji Seungyeon Kim Tal Schuster KELM 84 5 0 28 Oct 2024
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System Weize Chen Jiarui Yuan Chen Qian Cheng Yang Zhiyuan Liu Maosong Sun LLMAG 38 4 0 10 Oct 2024