Stable Reinforcement Learning for Efficient Reasoning

23 May 2025

Papers citing "Stable Reinforcement Learning for Efficient Reasoning"

21 / 21 papers shown

Title
Qwen3 Technical Report An Yang A. Li Baosong Yang Beichen Zhang Binyuan Hui ... Zekun Wang Zeyu Cui Zhenru Zhang Zhenhong Zhou Zihan Qiu LLMAG OSLM LRM 73 35 0 14 May 2025
S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models Muzhi Dai Chenxu Yang Qingyi Si ReLM OffRL LRM 40 1 0 12 May 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 92 14 0 22 Apr 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 113 85 0 24 Mar 2025
FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models Mingyang Song Mao Zheng Zheng Li Wenjie Yang Xuan Luo Yue Pan Feng Zhang ReLM LRM 113 7 0 21 Mar 2025
The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks Alejandro Cuadron Dacheng Li Wenjie Ma Xingyao Wang Yichuan Wang ... Aditya Desai Ion Stoica Ana Klimovic Graham Neubig Joseph E. Gonzalez LRM AI4CE 199 41 0 12 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 85 35 0 11 Feb 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 181 250 0 22 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 125 158 0 30 Dec 2024
On Designing Effective RL Reward at Training Time for LLM Reasoning Jiaxuan Gao Shusheng Xu Wenjie Ye Weilin Liu Chuyi He Wei Fu Zhiyu Mei Guangju Wang Yi Wu OffRL LRM 62 21 0 19 Oct 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 104 576 0 06 Aug 2024
Group Robust Preference Optimization in Reward-free RLHF Shyam Sundhar Ramesh Yifan Hu Iason Chaimalas Viraj Mehta Pier Giuseppe Sessa Haitham Bou-Ammar Ilija Bogunovic 58 32 0 30 May 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 77 953 0 05 Feb 2024
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 66 627 0 20 Nov 2023
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen ... Jack Clark Sam McCandlish C. Olah Benjamin Mann Jared Kaplan 212 2,457 0 12 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 694 12,525 0 04 Mar 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 582 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 191 4,175 0 27 Oct 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 122 2,109 0 05 Mar 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 451 4,662 0 23 Jan 2020
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 236 18,685 0 20 Jul 2017