大模型推理能力

DeepMMSearch-R1: Empowering Multimodal LLMs in Multimodal Web Search

Kartik Narayan, Yang Xu, Tian Cao, Kavya Nerella, Vishal M. Patel, Navid Shiee, Peter Grasch, Chao Jia, Yinfei Yang, Zhe Gan

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Apple（苹果公司） 纠错

专题命中 规划推理 ：self-correction(abstract)

A Task-Efficient Reinforcement Learning Task-Motion Planner for Safe Human-Robot Cooperation

Gaoyuan Liu, Joris de Winter, Kelly Merckaert, Denis Steckelmacher, Ann Nowe, Bram Vanderborght

机构 * Department of Mechanical Engineering, Vrije Universiteit Brussel（布鲁塞尔自由大学机械工程系） ； imec ； Flanders Make（弗拉芒制造） ； Artificial Intelligence (AI) Lab, Vrije Universiteit Brussel（布鲁塞尔自由大学人工智能实验室） 纠错

专题命中 规划推理 ：planning(abstract)

Lingxi: Repository-Level Issue Resolution Framework Enhanced by Procedural Knowledge Guided Scaling

Xu Yang, Jiayuan Zhou, Michael Pacheco, Wenhan Zhu, Pengfei He, Shaowei Wang, Kui Liu, Ruiqi Pan

专题命中 规划推理 ：planning(abstract)

On time-consistent equilibrium stopping under aggregation of diverse discount rates

Shuoqing Deng, Xiang Yu, Jiacheng Zhang

专题命中 规划推理 ：planning(abstract)

Comments Final version, forthcoming in Mathematics of Operations Research

Pathology-CoT: Learning Visual Chain-of-Thought Agent from Expert Whole Slide Image Diagnosis Behavior

Sheng Wang, Ruiming Wu, Charles Herndon, Yihang Liu, Shunsuke Koga, Jeanne Shen, Zhi Huang

机构 * Department of Pathology and Laboratory Medicine, University of Pennsylvania（病理学与实验室医学系，宾夕法尼亚大学） ； Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania（生物统计学、流行病学与信息学系，宾夕法尼亚大学） ； Department of Pathology, University of California at San Francisco（病理学系，加州大学旧金山分校） ； Department of Pathology, Stanford University（病理学系，斯坦福大学） ； Department of Electrical and System Engineering, University of Pennsylvania（电气与系统工程系，宾夕法尼亚大学） 纠错

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

EvolveNav: Empowering LLM-Based Vision-Language Navigation via Self-Improving Embodied Reasoning

Bingqian Lin, Yunshuang Nie, Khun Loun Zai, Ziming Wei, Mingfei Han, Rongtao Xu, Minzhe Niu, Jianhua Han, Hanwang Zhang, Liang Lin, Bokui Chen, Cewu Lu, Xiaodan Liang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Peng Cheng Laboratory（鹏城实验室） ； Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院） ； Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed人工智能大学） ； Yinwang Intelligent Technology Co.（亿维智能技术有限公司） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration

Md Hasebul Hasan, Mahir Labib Dihan, Tanzima Hashem, Mohammed Eunus Ali, Md Rizwan Parvez

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

Comments 27 Pages

Prompt-Guided Spatial Understanding with RGB-D Transformers for Fine-Grained Object Relation Reasoning

Tanner Muturi, Blessing Agyei Kyem, Joshua Kofi Asamoah, Neema Jakisa Owor, Richard Dyzinela, Andrews Danyo, Yaw Adu-Gyamfi, Armstrong Aboah

机构 * University of Missouri–Columbia（密苏里大学哥伦比亚分校） ； North Dakota State University（北达科他州立大学） ； Texas A&M（德克萨斯农工大学） 纠错

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

Comments The paper was accepted at ICCV Conference 2025

HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models

Trishna Chakraborty, Udita Ghosh, Xiaopan Zhang, Fahim Faisal Niloy, Yue Dong, Jiachen Li, Amit K. Roy-Chowdhury, Chengyu Song

机构 * University of California, Riverside（加州大学河滨分校） 纠错

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

Comments Accepted by EMNLP 2025 Findings

What If : Understanding Motion Through Sparse Interactions

Stefan Andreas Baumann, Nick Stracke, Timy Phan, Björn Ommer

机构 * Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Project page and code: https://compvis.github.io/flow-poke-transformer

OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding

Jingli Lin, Chenming Zhu, Runsen Xu, Xiaohan Mao, Xihui Liu, Tai Wang, Jiangmiao Pang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） ； The University of Hong Kong（香港大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 30 pages, a benchmark designed to evaluate Online Spatio-Temporal understanding from the perspective of an agent actively exploring a scene. Project Page: https://rbler1234.github.io/OSTBench.github.io/

DSM: Constructing a Diverse Semantic Map for 3D Visual Grounding

Qinghongbing Xie, Zijian Liang, Fuhao Li, Long Zeng

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China（清华大学深圳国际研究生院，清华大学，深圳，中国） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 8 pages, 6 figures, Project Page: https://binicey.github.io/DSM

MoEs Are Stronger than You Think: Hyper-Parallel Inference Scaling with RoE

Soheil Zibakhsh, Mohammad Samragh, Kumari Nishu, Lauren Hannah, Arnav Kundu, Minsik Cho

机构 * Apple（苹果公司） ； University of California San Diego（加州大学圣地亚哥分校） 纠错

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

Comments Corrected typo in arxiv abstract

Self-Verifying Reflection Helps Transformers with CoT Reasoning

Zhongwei Yu, Wannian Xia, Xue Yan, Bo Xu, Haifeng Zhang, Yali Du, Jun Wang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； King’s College London（伦敦国王学院） ； University College London（伦敦大学学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；CoT(title,abstract)；分类 cs.LG

Comments Accepted by NeurIPS2025

Enhancing Long-Chain Reasoning Distillation through Error-Aware Self-Reflection

Zhuoyang Wu, Xinze Li, Zhenghao Liu, Yukun Yan, Zhiyuan Liu, Minghe Yu, Cheng Yang, Yu Gu, Ge Yu, Maosong Sun

机构 * School of Computer Science and Engineering, Northeastern University, China（东北大学计算机科学与工程学院） ； Department of Computer Science and Technology, Institute for AI, Tsinghua University, China（清华大学人工智能研究院计算机科学与技术系） ； School of Computer Science, Beijing University of Posts and Telecommunications, China（北京邮电大学计算机科学学院） 纠错

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

UALM: Unified Audio Language Model for Understanding, Generation and Reasoning

Jinchuan Tian, Sang-gil Lee, Zhifeng Kong, Sreyan Ghosh, Arushi Goel, Chao-Han Huck Yang, Wenliang Dai, Zihan Liu, Hanrong Ye, Shinji Watanabe, Mohammad Shoeybi, Bryan Catanzaro, Rafael Valle, Wei Ping

机构 * CMU（卡内基梅隆大学） ； NVIDIA（英伟达） ； UMD（马里兰大学） 纠错

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

When "Competency" in Reasoning Opens the Door to Vulnerability: Jailbreaking LLMs via Novel Complex Ciphers

Divij Handa, Zehua Zhang, Amir Saeidi, Shrinidhi Kumbhar, Md Nayem Uddin, Aswin RRV, Chitta Baral

机构 * Arizona State University（亚利桑那州立大学） 纠错

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

Comments Published in Reliable ML from Unreliable Data workshop @ NeurIPS 2025

PricingLogic: Evaluating LLMs Reasoning on Complex Tourism Pricing Tasks

Yunuo Liu, Dawei Zhu, Zena Al-Khalili, Dai Cheng, Yanjun Chen, Dietrich Klakow, Wei Zhang, Xiaoyu Shen

机构 * Hunan University（湖南大学） ； Saarland University, Saarland Informatics Campus（萨尔兰大学，萨尔兰信息技术校区） ； Ningbo Key Laboratory of Spatial Intelligence and Digital, Derivative Institute of Digital Twin, EIT（宁波空间智能与数字关键实验室，数字孪生衍生研究所，EIT） ； Department of Computing, The Hong Kong Polytechnic University（计算系，香港理工大学） 纠错

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

Cognition-of-Thought Elicits Social-Aligned Reasoning in Large Language Models

Xuanming Zhang, Yuxuan Chen, Samuel Yeh, Sharon Li

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Tsinghua University（清华大学） 纠错

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

AGENTIQL: An Agent-Inspired Multi-Expert Framework for Text-to-SQL Generation

Omid Reza Heidari, Siobhan Reid, Yassine Yaakoubi

机构 * Concordia University（康科德大学） 纠错

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

Comments Accepted at NeurIPS 2025, ER "Efficient Reasoning" workshop

MTOS: A LLM-Driven Multi-topic Opinion Simulation Framework for Exploring Echo Chamber Dynamics

Dingyi Zuo, Hongjie Zhang, Jie Ou, Chaosheng Feng, Shuwan Liu

机构 * Sichuan Normal University, College of Computer Science（四川师范大学计算机学院） ； University of Electronic Science and Technology of China, School of Information and Software Engineering（电子科技大学信息与软件工程学院） 纠错

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

Comments 14 pages, 11figures

HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities

Xiaoxue Ren, Penghao Jiang, Kaixin Li, Zhiyong Huang, Xiaoning Du, Jiaojiao Jiang, Zhenchang Xing, Jiamou Sun, Terry Yue Zhuo

机构 * Zhejiang University（浙江大学） ； University of New South Wales（新南威尔士大学） ； National University of Singapore（新加坡国立大学） ； Monash University（墨尔本大学） 纠错

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

Modeling Hypergraph Using Large Language Models

Bingqiao Gu, Jiale Zeng, Xingqin Qi, Dong Li

机构 * School of Airspace Science and Engineering, Shandong University（航空航天科学与工程学院，山东大学） ； School of Mathematics and Statistics, Shandong University（数学与统计学院，山东大学） 纠错

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

Comments 10 pages, 5 figures

AdaptJobRec: Enhancing Conversational Career Recommendation through an LLM-Powered Agentic System

Qixin Wang, Dawei Wang, Kun Chen, Yaowei Hu, Puneet Girdhar, Ruoteng Wang, Aadesh Gupta, Chaitanya Devella, Wenlai Guo, Shangwen Huang, Bachir Aoun, Greg Hayworth, Han Li, Xintao Wu

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

Task-Specific Dual-Model Framework for Comprehensive Traffic Safety Video Description and Analysis

Blessing Agyei Kyem, Neema Jakisa Owor, Andrews Danyo, Joshua Kofi Asamoah, Eugene Denteh, Tanner Muturi, Anthony Dontoh, Yaw Adu-Gyamfi, Armstrong Aboah

机构 * North Dakota State University（北达科塔州立大学） ； University of Missouri–Columbia（密苏里大学哥伦比亚分校） ； University of Memphis（孟菲斯大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments This paper was accepted at ICCV 2025

CoRGI: Verified Chain-of-Thought Reasoning with Post-hoc Visual Grounding

Shixin Yi, Lin Shang

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

Comments The paper is not yet mature and needs further improvement

The Price of a Second Thought: On the Evaluation of Reasoning Efficiency in Large Language Models

Siqi Fan, Bowen Qin, Peng Han, Shuo Shang, Yequan Wang, Aixin Sun

机构 * University of Electronic Science and Technology of China（电子科技大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments Added new experiments and revised the manuscript for clarity

Adaptive Dual Reasoner: Large Reasoning Models Can Think Efficiently by Hybrid Reasoning

Yujian Zhang, Keyu Chen, Zhifeng Shen, Ruizhi Qiao, Xing Sun

机构 * Tencent Youtu Lab（腾讯优图实验室） 纠错

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

Comments Accepted to NeurIPS 2025 Workshop on Efficient Reasoning

CGBench: Benchmarking Language Model Scientific Reasoning for Clinical Genetics Research

Owen Queen, Harrison G. Zhang, James Zou

机构 * Stanford University（斯坦福大学） 纠错

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

Comments Accepted at NeurIPS 2025

Hierarchical Reasoning with Vision-Language Models for Incident Reports from Dashcam Videos

Shingo Yokoi, Kento Sasaki, Yu Yamaguchi

机构 * Turing Inc.（图灵公司） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 2nd Place Winner, ICCV 2025 2COOOL Competition