SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

24 March 2025

Papers citing "SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild"

21 / 21 papers shown

Title
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren L. Liu ... Jianfeng Gao Weizhu Chen S. Wang Simon S. Du Yelong Shen OffRL ReLM LRM 100 1 0 29 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 17 1 0 22 Apr 2025
Tina: Tiny Reasoning Models via LoRA Shangshang Wang Julian Asilis Ömer Faruk Akgül Enes Burak Bilgin Ollie Liu W. Neiswanger OffRL LRM 15 0 0 22 Apr 2025
Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning Jie Cheng Ruixi Qiao Lijun Li Chao Guo J. Z. Wang Gang Xiong Yisheng Lv Fei-Yue Wang LRM 27 0 0 21 Apr 2025
OTC: Optimal Tool Calls via Reinforcement Learning Hongru Wang Cheng Qian Wanjun Zhong X. Chen Jiahao Qiu Shijue Huang Bowen Jin Mengdi Wang Kam-Fai Wong Heng Ji OffRL LRM 19 0 0 21 Apr 2025
Learning to Reason under Off-Policy Guidance Jianhao Yan Yafu Li Zican Hu Zhi Wang Ganqu Cui Xiaoye Qu Yu Cheng Yue Zhang OffRL LRM 22 0 0 21 Apr 2025
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 25 1 0 18 Apr 2025
Open-Medical-R1: How to Choose Data for RLVR Training at Medicine Domain Zhongxi Qiu Zhang Zhang Yan Hu Heng Li Jiang-Dong Liu OffRL 20 0 0 16 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 29 0 0 15 Apr 2025
Nemotron-CrossThink: Scaling Self-Learning beyond Math Reasoning Syeda Nahida Akter Shrimai Prabhumoye Matvei Novikov Seungju Han Ying Lin ... Eric Nyberg Yejin Choi M. Patwary M. Shoeybi Bryan Catanzaro ReLM OffRL LRM 37 0 1 15 Apr 2025
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time Wang Yang Xiang Yue V. Chaudhary Xiaotian Han ReLM LRM 39 1 0 12 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang C. Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 51 1 0 10 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu X. Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 37 5 0 10 Apr 2025
A Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility Andreas Hochlehnert Hardik Bhatnagar Vishaal Udandarao Samuel Albanie Ameya Prabhu Matthias Bethge ReLM ALM LRM 43 2 0 09 Apr 2025
Leanabell-Prover: Posttraining Scaling in Formal Reasoning Jingyuan Zhang Qi Wang Xingguang Ji Y. Liu Yang Yue Fuzheng Zhang Di Zhang Guorui Zhou Kun Gai LRM 16 1 0 08 Apr 2025
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning Taiwei Shi Yiyang Wu Linxin Song Tianyi Zhou Jieyu Zhao LRM 59 1 0 07 Apr 2025
Concise Reasoning via Reinforcement Learning Mehdi Fatemi Banafsheh Rafiee Mingjie Tang Kartik Talamadupula ReLM OffRL LRM 25 3 0 07 Apr 2025
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Yan Ma Steffi Chern Xuyang Shen Yiran Zhong Pengfei Liu OffRL LRM 36 1 0 03 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 43 3 0 02 Apr 2025
How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study Yunjie Ji Sitong Zhao Xiaoyu Tian Haotian Wang Shuaiting Chen Yiping Peng Han Zhao Xiangang Li LRM 29 1 0 01 Apr 2025
FastCuRL: Curriculum Reinforcement Learning with Progressive Context Extension for Efficient Training R1-like Reasoning Models Mingyang Song Mao Zheng Zheng Li Wenjie Yang Xuan Luo Yue Pan Feng Zhang ReLM LRM 48 2 0 21 Mar 2025