Title
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning Zhaochen Su Linjie Li Mingyang Song Yunzhuo Hao Zhengyuan Yang ... Guanjie Chen Jiawei Gu Juntao Li Xiaoye Qu Yu Cheng OffRL LRM 31 0 0 13 May 2025
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning Ziqing Qiao Yongheng Deng Jiali Zeng Dong Wang Lai Wei Fandong Meng Jie Zhou Ju Ren Yaoxue Zhang LRM 49 0 0 08 May 2025
Safety in Large Reasoning Models: A Survey Cheng Wang Yong-Jin Liu Yangqiu Song Duzhen Zhang ZeLin Li Junfeng Fang Bryan Hooi LRM 156 1 0 24 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 44 0 0 21 Apr 2025
ReasoningV: Efficient Verilog Code Generation with Adaptive Hybrid Reasoning Model Haiyan Qin Zhiwei Xie Jingjing Li Liangchen Li Xiaotong Feng Xiaozhong Liu Wang Kang OffRL LRM 141 0 0 20 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Shuaiyi Nie Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 46 2 0 14 Apr 2025
How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients Ming Li Yongqian Li Ziyue Li Tianyi Zhou LRM 27 1 0 14 Apr 2025
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution Chenghao Li Chaoning Zhang Yi Lu J. Zhang Qigan Sun X. Wang Jiwei Wei Guoqing Wang Yang Yang H. Shen LRM 65 1 0 13 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 51 3 0 09 Apr 2025
SEE: Continual Fine-tuning with Sequential Ensemble of Experts Zhilin Wang Yafu Li Xiaoye Qu Yu Cheng CLL KELM 53 0 0 09 Apr 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys H. Lam Michael I. Jordan 44 0 0 04 Apr 2025