大模型推理能力

Beyond Solving Math Quiz: Evaluating the Ability of Large Reasoning Models to Ask for Information

Youcheng Huang, Bowen Qin, Chen Huang, Duanyu Feng, Xi Yang, Wenqiang Lei

机构 * Sichuan University, China（四川大学） ； Engineering Research Center of Machine Learning and Industry Intelligence, Ministry of Education, China（教育部机器学习与工业智能工程研究中心） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Institute of Data Science, National University of Singapore, Singapore（新加坡国立大学数据科学研究所） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Apriel-Nemotron-15B-Thinker

Shruthan Radhakrishna, Soham Parikh, Gopal Sarda, Anil Turkkan, Quaizar Vohra, Raymond Li, Dhruv Jhamb, Kelechi Ogueji, Aanjaneya Shukla, Oluwanifemi Bamgbose, Toby Liang, Luke Kumar, Oleksiy Ostapenko, Shiva Krishna Reddy Malay, Aman Tiwari, Tara Bogavelli, Vikas Yadav, Jash Mehta, Saloni Mittal, Akshay Kalkunte, Pulkit Pattnaik, Khalil Slimi, Anirudh Sreeram, Jishnu Nair, Akintunde Oladipo, Shashank Maiya, Khyati Mahajan, Rishabh Maheshwary, Masoud Hashemi, Sai Rajeswar Mudumba, Sathwik Tejaswi Madhusudhan, Torsten Scholak, Sebastien Paquet, Sagar Davasam, Srinivas Sunkara

机构 * Apriel-Nemotron-15B-Thinker 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Retrieval-augmented reasoning with lean language models

Ryan Sze-Yin Chan, Federico Nanni, Tomas Lazauskas, Rosie Wood, Penelope Yong, Lionel Tarassenko, Mark Girolami, James Geddes, Andrew Duncan

机构 * The Alan Turing Institute（艾伦·图灵研究所） ； University of Oxford（牛津大学） ； University of Cambridge（剑桥大学） ； Imperial College London（伦敦帝国学院） 纠错

专题命中 代码与定理证明 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

RULEBREAKERS: Challenging LLMs at the Crossroads between Formal Logic and Human-like Reasoning

Jason Chan, Robert Gaizauskas, Zhixue Zhao

机构 * University of Sheffield, Sheffield, UK（谢菲尔德大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted by ICML 2025

CryptoScope: Utilizing Large Language Models for Automated Cryptographic Logic Vulnerability Detection

Zhihao Li, Zimo Ji, Tao Zheng, Hao Ren, Xiao Lan

机构 * Sichuan University（四川大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 逻辑推理 ：chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

HumorPlanSearch: Structured Planning and HuCoT for Contextual AI Humor

Shivam Dubey

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯分校） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Tool-Planner: Task Planning with Clusters across Multiple Tools

Yanming Liu, Xinyue Peng, Jiannan Cao, Yuwei Zhang, Xuhong Zhang, Sheng Cheng, Xun Wang, Jianwei Yin, Tianyu Du

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2025 Camera Ready version

Relative Position Matters: Trajectory Prediction and Planning with Polar Representation

Bozhou Zhang, Nan Song, Bingzhao Gao, Li Zhang

专题命中 规划推理 ：planning(title,abstract)

EvoPSF: Online Evolution of Autonomous Driving Models via Planning-State Feedback

Jiayue Jin, Lang Qian, Jingyu Zhang, Chuanyu Ju, Liang Song

机构 * College of Intelligent Robotics and Advanced Manufacturing, Fudan University（智能机器人与先进制造学院，复旦大学） 纠错

专题命中 规划推理 ：planning(title,abstract)

AIM-Bench: Evaluating Decision-making Biases of Agentic LLM as Inventory Manager

Xuhua Zhao, Yuxuan Xie, Caihua Chen, Yuxiang Sun

机构 * School of Management and Engineering, Nanjing University（南京大学管理工程学院） ； School of Robotics and Automation, Nanjing University (Suzhou Campus‌)（南京大学机器人与自动化学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking

Yuehao Huang, Liang Liu, Shuangming Lei, Yukai Ma, Hao Su, Jianbiao Mei, Pengxiang Zhao, Yaqing Gu, Yong Liu, Jiajun Lv

机构 * Zhejiang University（浙江大学） ； vivo AI Lab（vivo AI实验室） 纠错

专题命中 规划推理 ：reasoning(abstract)；CoT(abstract)；分类 cs.AI

Comments Accepted by ACM MM 2025

Controlling Multimodal LLMs via Reward-guided Decoding

Oscar Mañas, Pierluca D'Oro, Koustuv Sinha, Adriana Romero-Soriano, Michal Drozdzal, Aishwarya Agrawal

机构 * Mila - Quebec AI Institute（魁北克AI研究院） ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； Meta FAIR ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） 纠错

专题命中 规划推理 ：test-time compute(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published at ICCV 2025

UI-Venus Technical Report: Building High-performance UI Agents with RFT

Zhangxuan Gu, Zhengwen Zeng, Zhenyu Xu, Xingran Zhou, Shuheng Shen, Yunfei Liu, Beitong Zhou, Changhua Meng, Tianyu Xia, Weizhi Chen, Yue Wen, Jingya Dou, Fei Tang, Jinzhen Lin, Yulin Liu, Zhenlin Guo, Yichen Gong, Heng Jia, Changlong Gao, Yuan Guo, Yong Deng, Zhenyu Guo, Liang Chen, Weiqiang Wang

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Hell or High Water: Evaluating Agentic Recovery from External Failures

Andrew Wang, Sophia Hager, Adi Asija, Daniel Khashabi, Nicholas Andrews

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL

Comments Accepted to COLM 2025

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell, Nick Pepper

机构 * The Alan Turing Institute（阿尔ัน图灵研究院） ； NATS ； University of Exeter（埃克塞特大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments 9 pages and appendices

EmbodiedAgent: A Scalable Hierarchical Approach to Overcome Practical Challenge in Multi-Robot Control

Hanwen Wan, Yifei Chen, Yixuan Deng, Zeyu Wei, Dongrui Li, Zexin Lin, Donghao Wu, Jiu Cheng, Xiaoqiang Ji

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）科学与工程学院） ； Shenzhen Institute of Artificial Intelligence and Robotics for Society, China（社会人工智能与机器人研究所） ； The School of Computer Science, The University of Sydney, Australia（悉尼大学计算机科学学院） ； Faculty of Computer and Mathematical Sciences, The Hong Kong Polytechnic University, China（香港理工大学计算机与数学科学学院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Brain Tumor Segmentation in Sub-Sahara Africa with Advanced Transformer and ConvNet Methods: Fine-Tuning, Data Mixing and Ensembling

Toufiq Musah, Chantelle Amoako-Atta, John Amankwaah Otu, Lukman E. Ismaila, Swallah Alhaji Suraka, Oladimeji Williams, Isaac Tigbee, Kato Hussein Wabbi, Samantha Katsande, Kanyiri Ahmed Yakubu, Adedayo Kehinde Lawal, Anita Nsiah Donkor, Naeem Mwinlanaah Adamu, Adebowale Akande, John Othieno, Prince Ebenezer Adjei, Zhang Dong, Confidence Raymond, Udunna C. Anazodo, Abdul Nashirudeen Mumuni, Adaobi Chiazor Emegoakor, Chidera Opara, Maruf Adewole, Richard Asiamah

专题命中 规划推理 ：planning(abstract)

Comments 12 pages, 1 figure, 3 tables, Accepted at the Medical Image Computing in Resource Constrained Settings (MIRASOL) Workshop

HOID-R1: Reinforcement Learning for Open-World Human-Object Interaction Detection Reasoning with Multimodal Large Language Model

Zhenhao Zhang, Hanqing Wang, Xiangyu Zeng, Ziyu Cheng, Jiaxin Liu, Haoyu Yan, Zhirui Liu, Kaiyang Ji, Tianxiang Gui, Ke Hu, Kangyi Chen, Yahao Fan, Mokai Pan

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models

Nader Zantout, Haochen Zhang, Pujith Kachana, Jinkai Qiu, Guofei Chen, Ji Zhang, Wenshan Wang

机构 * Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 8 pages, 6 figures, published in IROS 2025

UAV-VL-R1: Generalizing Vision-Language Models via Supervised Fine-Tuning and Multi-Stage GRPO for UAV Visual Reasoning

Jiajin Guan, Haibo Mei, Bonan Zhang, Dan Liu, Yuanshuang Fu, Yue Zhang

机构 * Research Institute of Electronic Science and Technology, University of Electronic Science and Technology of China（电子科学与技术研究院，电子科技大学） ； School of Aeronautics and Astronautics, University of Electronic Science and Technology of China（航空航天学院，电子科技大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)

Scene Graph-Guided Proactive Replanning for Failure-Resilient Embodied Agent

Che Rin Yu, Daewon Chae, Dabin Seo, Sangwon Lee, Hyeongwoo Im, Jinkyu Kim

机构 * Korea University（韩国大学） ； KT (Korea Telecom) R&D Center（KT（韩国电信）研发中心） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

Utilizing Vision-Language Models as Action Models for Intent Recognition and Assistance

Cesar Alan Contreras, Manolis Chiou, Alireza Rastegarpanah, Michal Szulik, Rustam Stolkin

机构 * University of Birmingham（伯明翰大学） ； Queen Mary University of London（伦敦大学女王学院） ； Aston University（阿斯顿大学） ； United Kingdom National Nuclear Laboratory Ltd.（英国国家核实验室有限公司） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

Comments Accepted at Human-Centered Robot Autonomy for Human-Robot Teams (HuRoboT) at IEEE RO-MAN 2025, Eindhoven, the Netherlands

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory

Yexiang Liu, Zekun Li, Zhi Fang, Nan Xu, Ran He, Tieniu Tan

机构 * MAIS, Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； University of California, Santa Barbara（加州大学圣巴巴拉分校） ； Beijing Wenge Technology Co., Ltd（北京文格科技有限公司） 纠错

专题命中 测试时计算 ：reasoning(abstract)；chain-of-thought(abstract)；test-time compute(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL 2025 Outstanding Paper Award, 33 pages, 51 figures

Journal ref ACL.Volume 1: Long Papers (2025) 27962-27994

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models

Qiguang Chen, Dengyun Peng, Jinhao Liu, HuiKang Su, Jiannan Guan, Libo Qin, Wanxiang Che

机构 * LARG, Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology（大型语言模型研究组，社会计算与交互机器人研究中心，哈尔滨工业大学） ； School of Computer Science and Engineering, Central South University（计算机科学与工程学院，中南大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments Preprint

Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Kanishk Gandhi, Ayush Chakravarthy, Anikait Singh, Nathan Lile, Noah D. Goodman

机构 * Stanford University（斯坦福大学） ； SynthLabs 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey

Wenbin An, Jiahao Nie, Yaqiang Wu, Feng Tian, Shijian Lu, Qinghua Zheng

机构 * School of Automation Science and Engineering, Xi’an Jiaotong University（自动化科学与工程学院，西安交通大学） ； Interdisciplinary Graduate Programme, Nanyang Technological University（跨学科研究生项目，南洋理工大学） ； Lenovo Research, Lenovo（联想研究院，联想） ； School of Computer Science and Technology, Xi’an Jiaotong University（计算机科学与技术学院，西安交通大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 21 pages, 361 references

Slow Tuning and Low-Entropy Masking for Safe Chain-of-Thought Distillation

Ziyang Ma, Qingyue Yuan, Linhai Zhang, Deyu Zhou

专题命中 推理评测 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments Preprint

Can Multi-modal (reasoning) LLMs detect document manipulation?

Zisheng Liang, Kidus Zewde, Rudra Pratap Singh, Disha Patil, Zexi Chen, Jiayu Xue, Yao Yao, Yifei Chen, Qinzhe Liu, Simiao Ren

机构 * Duke University（杜克大学） ； Indian Institute of Technology, Roorkee（印度理工学院，罗尔基） ； New York University（纽约大学） ； University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； University of Wisconsin Madison（威斯康星大学麦迪逊分校） ； Columnbia University（哥伦比亚大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL

Comments arXiv admin note: text overlap with arXiv:2503.20084

MMESGBench: Pioneering Multimodal Understanding and Complex Reasoning Benchmark for ESG Tasks

Lei Zhang, Xin Zhou, Chaoyue He, Di Wang, Yi Wu, Hong Xu, Wei Liu, Chunyan Miao

机构 * Nanyang Technological University（南洋理工大学） ； University College London（伦敦大学学院） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted at ACM MM 2025

Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Xin Wang, Zhenhao Li, Zishuo Ding

专题命中 推理评测 ：reasoning(title,abstract)