Title
Towards a Deeper Understanding of Reasoning Capabilities in Large Language Models Annie Wong Thomas Bäck Aske Plaat Niki van Stein Anna V. Kononova ReLM ELM LRM 50 0 0 15 May 2025
Superposition Yields Robust Neural Scaling Yizhou Liu Ziming Liu Jeff Gore MILM 24 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
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language Models Xiwen Chen Wenhui Zhu Peijie Qiu Xuanzhao Dong Hao Wang Haiyu Wu Huayu Li Aristeidis Sotiras Yanjie Wang Abolfazl Razi ALM 42 0 0 14 May 2025
Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation Enci Zhang Xingang Yan Wei Lin Tianxiang Zhang Qianchun Lu LRM 33 0 0 13 May 2025
Stability in Single-Peaked Strategic Resource Selection Games Henri Zeiler 32 0 0 09 May 2025
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
Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know Shireen Kudukkil Manchingal Fabio Cuzzolin 56 0 0 08 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong Jiang Pengjun Xie Yan Zhang Fei Huang Jingren Zhou OffRL 64 2 0 07 May 2025
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving Qi Liu Xinhao Zheng Renqiu Xia Xingzhi Qi Qinxiang Cao Junchi Yan AIMat 52 0 0 07 May 2025
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Jiarui Yao Yifan Hao Hanning Zhang Hanze Dong Wei Xiong Nan Jiang Tong Zhang LRM 62 0 0 05 May 2025
Computational Reasoning of Large Language Models Haitao Wu Zongbo Han Joey Tianyi Zhou Huaxi Huang Changqing Zhang ELM LRM 62 0 0 29 Apr 2025
SAS-Prompt: Large Language Models as Numerical Optimizers for Robot Self-Improvement H. B. Amor L. Graesser Atil Iscen David B. DÁmbrosio Saminda Abeyruwan Alex Bewley Yifan Zhou Kamalesh Kalirathinam Swaroop Mishra Pannag R. Sanketi LLMAG LM&Ro LRM 102 0 0 29 Apr 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren L. Liu ... Jianfeng Gao Weizhu Chen S. Wang Simon S. Du Yelong Shen OffRL ReLM LRM 125 5 0 29 Apr 2025
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets Adam Younsi Abdalgader Abubaker M. Seddik Hakim Hacid Salem Lahlou LRM 57 0 0 28 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 66 0 0 25 Apr 2025
Evaluating Grounded Reasoning by Code-Assisted Large Language Models for Mathematics Zena Al-Khalili Nick Howell Dietrich Klakow LRM 29 0 0 24 Apr 2025
Neural Theorem Proving: Generating and Structuring Proofs for Formal Verification Balaji Rao William Eiers Carlo Lipizzi 37 0 0 23 Apr 2025
Tina: Tiny Reasoning Models via LoRA Shangshang Wang Julian Asilis Ömer Faruk Akgül Enes Burak Bilgin Ollie Liu W. Neiswanger OffRL LRM 41 2 0 22 Apr 2025
Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning Jie Cheng Ruixi Qiao Lijun Li Chao Guo Jianmin Wang Gang Xiong Yisheng Lv Fei-Yue Wang LRM 172 3 0 21 Apr 2025
Synergistic Weak-Strong Collaboration by Aligning Preferences Yizhu Jiao Xuchao Zhang Zhaoyang Wang Yubo Ma Zhun Deng Rujia Wang Chetan Bansal Saravan Rajmohan Jiawei Han Huaxiu Yao 166 0 0 21 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
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 61 13 0 18 Apr 2025
A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce Wei Xiong Jiarui Yao Yuhui Xu Bo Pang Lei Wang ... Junnan Li Nan Jiang Tong Zhang Caiming Xiong Hanze Dong OffRL LRM 48 6 0 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 45 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 100 5 0 09 Apr 2025
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries Ali Kashefi T. Mukerji 3DPC PINN 52 0 0 08 Apr 2025
FEABench: Evaluating Language Models on Multiphysics Reasoning Ability N. Mudur Hao Cui Subhashini Venugopalan Paul Raccuglia M. Brenner Peter C. Norgaard LLMAG ELM LRM 45 0 0 08 Apr 2025
Do LLM Evaluators Prefer Themselves for a Reason? Wei-Lin Chen Zhepei Wei Xinyu Zhu Shi Feng Yu Meng ELM LRM 42 0 0 04 Apr 2025
MultiClear: Multimodal Soft Exoskeleton Glove for Transparent Object Grasping Assistance Chen Hu Timothy Neate Shan Luo Letizia Gionfrida 55 3 0 04 Apr 2025
MegaMath: Pushing the Limits of Open Math Corpora Fan Zhou Zengzhi Wang Nikhil Ranjan Zhoujun Cheng Liping Tang Guowei He Zhengzhong Liu Eric P. Xing LRM 51 1 0 03 Apr 2025
Adaptive Rectification Sampling for Test-Time Compute Scaling Zhendong Tan Xingjun Zhang Chaoyi Hu Yancheng Pan Shaoxun Wang LRM 38 0 0 02 Apr 2025
LLM-Guided Search for Deletion-Correcting Codes Franziska Weindel Reinhard Heckel LRM 61 0 0 01 Apr 2025
R-PRM: Reasoning-Driven Process Reward Modeling Shuaijie She Junxiao Liu Yifeng Liu Jiajun Chen Xin Huang Shujian Huang LRM 36 2 0 27 Mar 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 73 46 0 26 Mar 2025
Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy Joonhyun Jeong Seyun Bae Yeonsung Jung Jaeryong Hwang Eunho Yang AAML 45 1 0 26 Mar 2025
Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators Seungone Kim Ian Wu Jinu Lee Xiang Yue Seongyun Lee ... Kiril Gashteovski Carolin (Haas) Lawrence J. Hockenmaier Graham Neubig Sean Welleck LRM 53 2 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 78 2 0 25 Mar 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 91 38 0 24 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
FastCuRL: Curriculum Reinforcement Learning with Progressive Context Extension for Efficient Training R1-like Reasoning Models Mingyang Song Mao Zheng Zheng Li Wenjie Yang Xuan Luo Yue Pan Feng Zhang ReLM LRM 86 5 0 21 Mar 2025
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't Quy-Anh Dang Chris Ngo OffRL LRM 52 10 0 20 Mar 2025
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin Zhuoshi Pan Yu Li Qizhi Pei Xin Gao Mengzhang Cai Zeang Sheng Lijun Wu OffRL LRM 60 0 0 19 Mar 2025
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems Felix Chen Hangjie Yuan Yunqiu Xu Tao Feng Jun Cen Pengwei Liu Zeying Huang Yi Yang LRM 50 1 0 19 Mar 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 91 2 0 18 Mar 2025
Pensez: Less Data, Better Reasoning -- Rethinking French LLM Huy Hoang Ha ReLM LRM 68 1 0 17 Mar 2025
Measuring In-Context Computation Complexity via Hidden State Prediction Vincent Herrmann Róbert Csordás Jürgen Schmidhuber 44 0 0 17 Mar 2025
Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty? Giacomo Camposampiero Michael Hersche Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 56 1 0 14 Mar 2025
DriveLMM-o1: A Step-by-Step Reasoning Dataset and Large Multimodal Model for Driving Scenario Understanding Ayesha Ishaq Jean Lahoud Ketan More Omkar Thawakar Ritesh Thawkar ... Fahad Shahbaz Khan Hisham Cholakkal Ivan Laptev Rao Muhammad Anwer Salman Khan LRM 71 0 0 13 Mar 2025
From TOWER to SPIRE: Adding the Speech Modality to a Text-Only LLM Kshitij Ambilduke Ben Peters Sonal Sannigrahi Anil Keshwani Tsz Kin Lam Bruno Martins Marcely Zanon Boito André F. T. Martins 52 0 0 13 Mar 2025