Title
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 60 0 0 05 May 2025
RM-R1: Reward Modeling as Reasoning X. Chen Gaotang Li Z. Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 40 0 0 05 May 2025
DeepCritic: Deliberate Critique with Large Language Models Wenkai Yang Jingwen Chen Yankai Lin Ji-Rong Wen ALM LRM 23 0 0 01 May 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning J. T. Wang Jin Jiang Yang Liu M. Zhang Xunliang Cai LRM 29 0 0 18 Apr 2025
MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection Yibo Yan Shen Wang Jiahao Huo Philip S. Yu Xuming Hu Qingsong Wen 45 1 0 23 Mar 2025
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation Songjun Tu Jiahao Lin Xiangyu Tian Qichao Zhang Linjing Li ... Nan Xu Wei He Xiangyuan Lan D. Jiang Dongbin Zhao LRM 39 2 0 17 Mar 2025
GTR: Guided Thought Reinforcement Prevents Thought Collapse in RL-based VLM Agent Training Tong Wei Yijun Yang Junliang Xing Yuanchun Shi Zongqing Lu Deheng Ye OffRL LRM 36 1 0 11 Mar 2025
MathClean: A Benchmark for Synthetic Mathematical Data Cleaning Hao Liang Meiyi Qiang Y. Li Zefeng He Yongzhen Guo Z. Zhu Wentao Zhang Bin Cui 33 0 0 26 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 47 7 0 04 Feb 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 45 12 0 08 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 38 29 0 06 Jan 2025
Malware Classification using a Hybrid Hidden Markov Model-Convolutional Neural Network Ritik Mehta Olha Jurecková Mark Stamp 51 0 0 25 Dec 2024
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification Zhenwen Liang Ye Liu Tong Niu Xiangliang Zhang Yingbo Zhou Semih Yavuz LRM 19 17 0 05 Oct 2024
Towards a Unified View of Preference Learning for Large Language Models: A Survey Bofei Gao Feifan Song Yibo Miao Zefan Cai Z. Yang ... Houfeng Wang Zhifang Sui Peiyi Wang Baobao Chang Baobao Chang 41 11 0 04 Sep 2024
Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic Xin Zheng Jie Lou Boxi Cao Xueru Wen Yuqiu Ji Hongyu Lin Y. Lu Xianpei Han Debing Zhang Le Sun LLMAG OffRL LRM ReLM KELM 20 8 1 29 Aug 2024
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 152 298 0 03 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 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 301 11,730 0 04 Mar 2022