Title
Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yiping Peng Yunjie Ji Han Zhao Xiangang Li OffRL LRM 27 0 0 04 May 2025
DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training Xiaoyu Tian Sitong Zhao Haotian Wang Shuaiting Chen Yiping Peng Yunjie Ji Han Zhao Xiangang Li LRM 57 1 0 24 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 79 0 1 15 Apr 2025
A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions Chengyu Wang Taolin Zhang Richang Hong Jun Huang ReLM LRM 37 1 0 12 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 77 4 0 09 Apr 2025
1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training Han Zhao Haotian Wang Yiping Peng Sitong Zhao Xiaoyu Tian Shuaiting Chen Yunjie Ji Xiangang Li RALM ReLM LRM 70 8 0 25 Mar 2025
Scaling Laws of Synthetic Data for Language Models Zeyu Qin Qingxiu Dong Xingxing Zhang Li Dong Xiaolong Huang ... Hany Awadalla Yi R. Fung Weizhu Chen Minhao Cheng Furu Wei SyDa 73 1 0 25 Mar 2025
Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models Alon Albalak Duy Phung Nathan Lile Rafael Rafailov Kanishk Gandhi ... Anikait Singh Chase Blagden Violet Xiang Dakota Mahan Nick Haber OffRL LRM 45 4 0 24 Feb 2025