Title
Robot-R1: Reinforcement Learning for Enhanced Embodied Reasoning in Robotics Dongyoung Kim S. Park Huiwon Jang Jinwoo Shin Jaehyung Kim Younggyo Seo LRM 35 0 0 29 May 2025
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness Yongjin Yang Euiin Yi Jongwoo Ko Kimin Lee Zhijing Jin Se-Young Yun LLMAG 56 0 0 29 May 2025
Decoding Cortical Microcircuits: A Generative Model for Latent Space Exploration and Controlled Synthesis Xingyu Liu Yubin Li Guozhang Chen 27 0 0 29 May 2025
Continuous Chain of Thought Enables Parallel Exploration and Reasoning Halil Alperen Gozeten M. E. Ildiz Xuechen Zhang Hrayr Harutyunyan A. S. Rawat Samet Oymak LRM 69 0 0 29 May 2025
Probability-Consistent Preference Optimization for Enhanced LLM Reasoning Yunqiao Yang Houxing Ren Zimu Lu Ke Wang Weikang Shi A-Long Zhou Junting Pan Mingjie Zhan Hongsheng Li LRM 52 0 0 29 May 2025
On Learning Verifiers for Chain-of-Thought Reasoning Maria-Florina Balcan Avrim Blum Zhiyuan Li Dravyansh Sharma LRM 53 0 0 28 May 2025
Self-Critique and Refinement for Faithful Natural Language Explanations Yingming Wang Pepa Atanasova LRM 124 0 0 28 May 2025
Knowledge Base Construction for Knowledge-Augmented Text-to-SQL Jinheon Baek Horst Samulowitz Oktie Hassanzadeh D. Subramanian Sola S. Shirai A. Gliozzo D. Bhattacharjya 44 0 0 28 May 2025
Visual Large Language Models Exhibit Human-Level Cognitive Flexibility in the Wisconsin Card Sorting Test Guangfu Hao Frederic Alexandre S. Yu LRM 33 0 0 28 May 2025
ASyMOB: Algebraic Symbolic Mathematical Operations Benchmark M. Shalyt Rotem Elimelech I. Kaminer 32 0 0 28 May 2025
Scaling Reasoning without Attention Xueliang Zhao Wei Wu Lingpeng Kong OffRL ReLM LRM VLM 79 0 0 28 May 2025
Scaling Offline RL via Efficient and Expressive Shortcut Models Nicolas Espinosa-Dice Yiyi Zhang Yiding Chen Bradley Guo Owen Oertell Gokul Swamy Kianté Brantley Wen Sun OffRL LRM 71 0 0 28 May 2025
Decomposing Elements of Problem Solving: What "Math" Does RL Teach? Tian Qin Core Francisco Park Mujin Kwun Aaron Walsman Eran Malach Nikhil Anand Hidenori Tanaka David Alvarez-Melis ReLM OffRL LRM 90 0 0 28 May 2025
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM Hoang Pham Thanh-Do Nguyen Khac-Hoai Nam Bui 51 0 0 28 May 2025
Step-Wise Formal Verification for LLM-Based Mathematical Problem Solving Kuo Zhou Lu Zhang LRM 49 0 0 27 May 2025
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Xiangqing Shen Fanfan Wang Rui Xia RALM 28 0 0 27 May 2025
Pretraining Language Models to Ponder in Continuous Space Boyi Zeng Shixiang Song Siyuan Huang Yixuan Wang He Li Ziwei He Xinbing Wang Zhiyu Li Zhouhan Lin LRM 95 0 0 27 May 2025
Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies Terrance Liu Shuyi Wang Daniel Preotiuc-Pietro Yash Chandarana Chirag Gupta 29 1 0 27 May 2025
Can Large Reasoning Models Self-Train? Sheikh Shafayat Fahim Tajwar Ruslan Salakhutdinov J. Schneider Andrea Zanette ReLM OffRL LRM 81 2 0 27 May 2025
MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning Zikang Guo Benfeng Xu Xiaorui Wang Zhendong Mao 83 0 0 27 May 2025
VeriTrail: Closed-Domain Hallucination Detection with Traceability Dasha Metropolitansky Jonathan Larson HILM 59 0 0 27 May 2025
Factual Self-Awareness in Language Models: Representation, Robustness, and Scaling Hovhannes Tamoyan Subhabrata Dutta Iryna Gurevych HILM KELM 58 0 0 27 May 2025
Long Context Scaling: Divide and Conquer via Multi-Agent Question-driven Collaboration Sibo Xiao Zixin Lin Wenyang Gao Yue Zhang Yue Zhang LLMAG 72 0 0 27 May 2025
Do We Know What LLMs Don't Know? A Study of Consistency in Knowledge Probing Raoyuan Zhao Abdullatif Köksal Ali Modarressi Michael A. Hedderich Hinrich Schutze 49 0 0 27 May 2025
The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants Yiqun Zhang Hao Li Chenxu Wang L. Chen Qiaosheng Zhang ... Xinrun Wang Jia Xu Lei Bai Wanli Ouyang Shuyue Hu 79 0 0 26 May 2025
Estimating LLM Consistency: A User Baseline vs Surrogate Metrics Xiaoyuan Wu Weiran Lin Omer Akgul Lujo Bauer HILM 24 0 0 26 May 2025
Faster and Better LLMs via Latency-Aware Test-Time Scaling Zili Wang Tianyu Zhang Haoli Bai Lu Hou Xianzhi Yu Wulong Liu Shiming Xiang Lei Zhu LRM 91 0 0 26 May 2025
Minimalist Softmax Attention Provably Learns Constrained Boolean Functions Jerry Yao-Chieh Hu Xiwen Zhang Maojiang Su Zhao Song Han Liu MLT 243 1 0 26 May 2025
Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision Tej Deep Pala Panshul Sharma Amir Zadeh Chuan Li Soujanya Poria LRM 54 0 0 26 May 2025
Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression Peijie Dong Zhenheng Tang Xiang Liu Lujun Li Xiaowen Chu Bo Li 106 0 0 26 May 2025
Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection Zhihong Pan Kai Zhang Yuze Zhao Yupeng Han LRM 63 0 0 26 May 2025
An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation Shubham Gandhi Atharva Naik Yiqing Xie Carolyn Rose 61 0 0 26 May 2025
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering J. Zhu Ye Liu Meikai Bao Kai Zhang Yanghai Zhang Qi Liu LRM 49 0 0 26 May 2025
Training-Free Multi-Step Audio Source Separation Yongyi Zang Jingyi Li Qiuqiang Kong 239 0 0 26 May 2025
DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning Qi Cao Ruiyi Wang Ruiyi Zhang Sai Ashish Somayajula P. Xie LRM 100 0 0 26 May 2025
MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search Zonglin Yang Wanhao Liu Ben Gao Y. Liu Wei-Hong Li Tong Xie Lidong Bing Wanli Ouyang Erik Cambria Dongzhan Zhou 69 0 0 25 May 2025
To CoT or To Loop? A Formal Comparison Between Chain-of-Thought and Looped Transformers Kevin Xu Issei Sato LRM 68 0 0 25 May 2025
A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations Lingjun Zhao Hal Daumé III 168 0 0 25 May 2025
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering Zheng Chu H. Fan Jingchang Chen Qianyu Wang M. Yang ... Zhongjie Wang Hao Li Guo Tang Ming Liu Bing Qin ReLM LRM 96 0 0 25 May 2025
Optimal Transport-Based Token Weighting scheme for Enhanced Preference Optimization Meng Li Guangda Huzhang Haibo Zhang Xiting Wang Anxiang Zeng 42 0 0 24 May 2025
Efficient Long CoT Reasoning in Small Language Models Z. Wang Jinqi Jiang Tian Qiu Hui Liu Xianfeng Tang Huaxiu Yao OffRL ReLM LRM 90 0 0 24 May 2025
The Quest for Efficient Reasoning: A Data-Centric Benchmark to CoT Distillation Ruichen Zhang Rana Muhammad Shahroz Khan Zhen Tan Dawei Li Song Wang Tianlong Chen LRM 60 0 0 24 May 2025
Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs Jonathan Leung Yongjie Wang Zhiqi Shen LRM 27 0 0 24 May 2025
Flex-Judge: Think Once, Judge Anywhere Jongwoo Ko S. Kim Sungwoo Cho Se-Young Yun ELM LRM 218 0 0 24 May 2025
How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark Minglai Yang Ethan Huang Liang Zhang Mihai Surdeanu William Yang Wang Liangming Pan LRM 59 0 0 24 May 2025
FlashForge: Ultra-Efficient Prefix-Aware Attention for LLM Decoding Zhibin Wang Rui Ning Chao Fang Zhonghui Zhang Xi Lin ... Rong Gu Kun Yang Guihai Chen Sheng Zhong Chen Tian 58 0 0 23 May 2025
Fast Quiet-STaR: Thinking Without Thought Tokens Wei Huang Yizhe Xiong Xin Ye Zhijie Deng Hui Chen Zijia Lin Guiguang Ding LLMAG LRM VLM 56 0 0 23 May 2025
Navigate the Unknown: Enhancing LLM Reasoning with Intrinsic Motivation Guided Exploration Jingtong Gao Ling Pan Yejing Wang Rui Zhong Chi Lu Qingpeng Cai Peng Jiang Xiangyu Zhao LRM 101 1 0 23 May 2025
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning Michael Hassid Gabriel Synnaeve Yossi Adi Roy Schwartz ReLM LRM 113 1 0 23 May 2025
ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback Litao Guo Xinli Xu Luozhou Wang Jiantao Lin Jinsong Zhou Zixin Zhang Bolan Su Ying-Cong Chen LLMAG LRM 86 1 0 23 May 2025