Title
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning Zheng Li Qingxiu Dong Jingyuan Ma Di Zhang Zhifang Sui LRM 12 0 0 16 May 2025
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 21 0 0 16 May 2025
HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization Chengyu Huang Zhengxin Zhang Claire Cardie LRM 14 0 0 16 May 2025
Mining Hidden Thoughts from Texts: Evaluating Continual Pretraining with Synthetic Data for LLM Reasoning Yoichi Ishibashi Taro Yano Masafumi Oyamada SyDa LRM 44 0 0 15 May 2025
Parallel Scaling Law for Language Models Mouxiang Chen Binyuan Hui Zeyu Cui Jiaxi Yang Dayiheng Liu Jianling Sun Junyang Lin Zhongxin Liu MoE LRM 37 0 0 15 May 2025
Crosslingual Reasoning through Test-Time Scaling Zheng-Xin Yong Muhammad Farid Adilazuarda Jonibek Mansurov Ruochen Zhang Niklas Muennighoff Carsten Eickhoff Genta Indra Winata Julia Kreutzer Stephen H. Bach Alham Fikri Aji LRM ELM 157 0 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 38 1 0 06 May 2025
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Ziqiang Liu Yuping Wang Haofu Qian OffRL AI4TS VLM 72 0 0 28 Apr 2025
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts Y. Wang Pei Zhang Jialong Tang Haoran Wei Baosong Yang ... Yuhang Zhang Fei Huang Junyang Lin Fei Huang Jingren Zhou LRM 57 0 0 25 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 37 0 0 22 Apr 2025
PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities Haoming Li Zhaoliang Chen Jonathan Zhang Fei Liu LLMAG 35 1 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 146 0 0 20 Apr 2025
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models Yule Liu Jingyi Zheng Zhen Sun Zifan Peng Wenhan Dong Zeyang Sha Shiwen Cui Weiqiang Wang Xinlei He OffRL LRM 44 4 0 18 Apr 2025
Cost-of-Pass: An Economic Framework for Evaluating Language Models Mehmet Hamza Erol Batu El Mirac Suzgun Mert Yuksekgonul J. Zou ELM 40 0 0 17 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 148 2 0 15 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 52 8 1 14 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 75 1 0 12 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
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification Anqi Zhang Yulin Chen Jane Pan Chen Zhao Aurojit Panda Jinyang Li He He ReLM LRM 44 3 0 07 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
Understanding Aha Moments: from External Observations to Internal Mechanisms Shu Yang Junchao Wu Xin Chen Yunze Xiao Xinyi Yang Derek F. Wong Di Wang LRM 35 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 67 6 0 02 Apr 2025
SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers Yanzheng Xiang Hanqi Yan Shuyin Ouyang Lin Gui Yulan He 51 2 0 31 Mar 2025