Title
Scalable Chain of Thoughts via Elastic Reasoning Yuhui Xu Hanze Dong Lei Wang Doyen Sahoo Junnan Li Caiming Xiong OffRL LRM 51 2 0 08 May 2025
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models Bin Yu Hang Yuan Yuliang Wei Bailing Wang Weizhen Qi Kai Chen LRM 36 1 0 06 May 2025
WebThinker: Empowering Large Reasoning Models with Deep Research Capability X. Li Jiajie Jin Guanting Dong Hongjin Qian Yutao Zhu Yongkang Wu Ji-Rong Wen Zhicheng Dou LLMAG LRM 95 2 0 30 Apr 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning Josefa Lia Stoisser Marc Boubnovski Martell Julien Fauqueur LMTD ReLM AI4TS LRM 80 0 0 23 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 33 1 0 21 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 155 0 1 15 Apr 2025
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning Ximing Lu Seungju Han David Acuna Hyunwoo Kim Jaehun Jung ... Niklas Muennighoff M. Patwary M. Shoeybi Bryan Catanzaro Yejin Choi ReLM LRM 44 2 0 06 Apr 2025
Generative Evaluation of Complex Reasoning in Large Language Models Haowei Lin Xiang Wang Ruilin Yan Baizhou Huang Haotian Ye Jianhua Zhu Zihao Wang James Y. Zou Jianzhu Ma Yitao Liang ReLM ELM LRM 157 0 0 03 Apr 2025
ToRL: Scaling Tool-Integrated RL Xuefeng Li Haoyang Zou Pengfei Liu OffRL LRM 41 3 0 30 Mar 2025
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks Weinan Zhang Mengna Wang Gangao Liu Xu Huixin Yiwei Jiang ... Hang Zhang Xin Li Weiming Lu Peng Li Y. Zhuang LM&Ro LRM 65 3 0 27 Mar 2025
PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing Cheng Deng Luoyang Sun Jiwen Jiang Yongcheng Zeng Xinjian Wu ... Haoyang Li Lei Chen Lionel M. Ni Hongzhi Zhang Jun Wang 166 0 0 15 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Bo Liu Yunxiang Li Yangqiu Song Hanjing Wang Linyi Yang Mark W. Schmidt Jun Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 89 6 0 12 Mar 2025
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models? Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Kaixin Cai ... Yu-Jie Yuan J. Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 62 6 0 08 Mar 2025
R1-T1: Fully Incentivizing Translation Capability in LLMs via Reasoning Learning Minggui He Yilun Liu Shimin Tao Yuanchang Luo Hongyong Zeng ... Daimeng Wei Weibin Meng Hao Yang Boxing Chen Osamu Yoshie LRM 63 2 0 27 Feb 2025
Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support G. Wang Minyu Gao Shuai Yang Ya Zhang Lizhi He ... Yexuan Zhang Wanyue Li Lu Chen Jintao Fei Xin Li 113 1 0 25 Feb 2025
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking Zekun Xi Wenbiao Yin Jizhan Fang Jialong Wu Runnan Fang N. Zhang Jiang Yong Pengjun Xie Fei Huang H. Chen SyDa LRM 106 6 0 21 Feb 2025
Typhoon T1: An Open Thai Reasoning Model Pittawat Taveekitworachai Potsawee Manakul Kasima Tharnpipitchai Kunat Pipatanakul OffRL LRM 102 0 0 13 Feb 2025
Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Libo Wang LRM 136 0 0 07 Feb 2025
O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning Zhongzhen Huang Gui Geng Shengyi Hua Zhen Huang Haoyang Zou S. Zhang Pengfei Liu Xiaofan Zhang LRM 38 10 0 11 Jan 2025
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models Mingyang Song Zhaochen Su Xiaoye Qu Jiawei Zhou Yu-Xi Cheng LRM 53 29 0 06 Jan 2025
Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps Han Wang Yilin Zhao Dian Li Xiaohan Wang Gang Liu Xuguang Lan Haoran Wang LRM 45 1 0 14 Oct 2024