Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains

22 May 2025

Papers citing "Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains"

29 / 29 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 108 14 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 289 10 0 15 Apr 2025
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks Yu Yue Yufeng Yuan Qiying Yu Xiaochen Zuo Ruofei Zhu ... Ru Zhang Xin Liu Mingxuan Wang Yonghui Wu Lin Yan OffRL LRM 93 20 0 07 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 165 71 0 20 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 131 131 0 18 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 108 36 0 07 Mar 2025
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Kanishk Gandhi Ayush Chakravarthy Anikait Singh Nathan Lile Noah D. Goodman ReLM LRM 123 60 0 03 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 118 19 0 28 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 113 62 0 25 Feb 2025
Reasoning with Latent Thoughts: On the Power of Looped Transformers Nikunj Saunshi Nishanth Dikkala Zhiyuan Li Sanjiv Kumar Sashank J. Reddi OffRL LRM AI4CE 99 18 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 101 18 0 17 Feb 2025
Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning DiJia Su Hanlin Zhu Yingchen Xu Jiantao Jiao Yuandong Tian Qinqing Zheng LRM 77 21 0 05 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 115 132 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
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
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though Violet Xiang Charlie Snell Kanishk Gandhi Alon Albalak Anikait Singh ... Dakota Mahan Louis Castricato Jan-Philipp Fränken Nick Haber Chelsea Finn LRM 81 42 0 08 Jan 2025
Compressed Chain of Thought: Efficient Reasoning Through Dense Representations Jeffrey Cheng Benjamin Van Durme LRM 109 40 0 17 Dec 2024
From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step Yuntian Deng Yejin Choi Stuart M. Shieber ReLM LRM 57 69 0 23 May 2024
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking E. Zelikman Georges Harik Yijia Shao Varuna Jayasiri Nick Haber Noah D. Goodman LLMAG ReLM LRM 84 131 0 14 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 94 953 0 05 Feb 2024
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 42 51 0 02 Nov 2023
CoTFormer: More Tokens With Attention Make Up For Less Depth Amirkeivan Mohtashami Matteo Pagliardini Martin Jaggi 32 0 0 16 Oct 2023
Think before you speak: Training Language Models With Pause Tokens Sachin Goyal Ziwei Ji A. S. Rawat A. Menon Sanjiv Kumar Vaishnavh Nagarajan LRM 82 114 0 03 Oct 2023
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 91 436 0 18 Nov 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 616 9,009 0 28 Jan 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 214 4,175 0 27 Oct 2021
Are NLP Models really able to Solve Simple Math Word Problems? Arkil Patel S. Bhattamishra Navin Goyal ReLM LRM 61 801 0 12 Mar 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 129 2,109 0 05 Mar 2021
Solving General Arithmetic Word Problems Subhro Roy Dan Roth AIMat 59 468 0 04 Aug 2016