大模型推理能力

DRT: Deep Reasoning Translation via Long Chain-of-Thought

Jiaan Wang, Fandong Meng, Yunlong Liang, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc（模式识别中心、微信AI、腾讯公司） 纠错

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

Comments ACL 2025 Findings

Forgotten Polygons: Multimodal Large Language Models are Shape-Blind

William Rudman, Michal Golovanevsky, Amir Bar, Vedant Palit, Yann LeCun, Carsten Eickhoff, Ritambhara Singh

机构 * Brown University（布朗大学） ； Tel Aviv University（特拉维夫大学） ； IIT Kharagpur（印度理工学院卡里帕尔分校） ； New York University（纽约大学） ； University of Tübingen（图宾根大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

CURE: Critical-Token-Guided Re-Concatenation for Entropy-Collapse Prevention

Qingbin Li, Rongkun Xue, Jie Wang, Ming Zhou, Zhi Li, Xiaofeng Ji, Yongqi Wang, Miao Liu, Zheming Yang, Minghui Qiu, Jing Yang

机构 * ByteDance（字节跳动） 纠错

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

The Computational Complexity of Satisfiability in State Space Models

Eric Alsmann, Martin Lange

机构 * University of Kassel, Germany（卡塞尔大学） 纠错

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

Comments Accepted at ECAI 25

Test-Time Scaling Strategies for Generative Retrieval in Multimodal Conversational Recommendations

Hung-Chun Hsu, Yuan-Ching Kuo, Chao-Han Huck Yang, Szu-Wei Fu, Hanrong Ye, Hongxu Yin, Yu-Chiang Frank Wang, Ming-Feng Tsai, Chuan-Ju Wang

机构 * Research Center for Information Technology Innovation, Academia Sinica（资讯科技创新研究所以） ； NVIDIA（NVIDIA公司） ； Department of Computer Science, National Chengchi University（国立政治大学计算机科学系） 纠错

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

DropLoRA: Sparse Low-Rank Adaptation for Parameter-Efficient Fine-Tuning

Haojie Zhang

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

Comments 8 pages

Evaluating Contrast Localizer for Identifying Causal Units in Social & Mathematical Tasks in Language Models

Yassine Jamaa, Badr AlKhamissi, Satrajit Ghosh, Martin Schrimpf

机构 * EPFL（苏黎世联邦理工学院） ； MIT（麻省理工学院） 纠错

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

Comments Accepted at the Interplay of Model Behavior and Model Internals Workshop co-located with COLM 2025

WST: Weak-to-Strong Knowledge Transfer via Reinforcement Learning

Haosen Ge, Shuo Li, Lianghuan Huang

机构 * Wharton AI & Analytics Initiative（沃顿人工智能与分析倡议） ； University of Pennsylvania（宾夕法尼亚大学） ； Department of Computer and Information Science（计算机与信息科学系） ； Department of Physics and Astronomy（物理学与天文学系） 纠错

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

Information Field Theory -- Concepts, Applications, and AI-Perspective

Torsten Enßlin

专题命中 数学推理 ：reasoning(abstract)

Comments 6 pages, invited talk at UniverseAI conference Athen 2025

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Bingxi Zhao, Lin Geng Foo, Ping Hu, Christian Theobalt, Hossein Rahmani, Jun Liu

机构 * Beijing Jiaotong University（北京交通大学） ； Lancaster University（兰卡斯特大学） ； Max Planck Institute for Informatics, Saarland Informatics Campus（马克斯·普朗克研究所（信息学）萨尔兰州信息学校区） ； University of Electronic Science and Technology of China（电子科技大学） 纠错

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

Comments 51 pages,10 figures,8 tables. Work in progress

Investigating the Robustness of Deductive Reasoning with Large Language Models

Fabian Hoppe, Filip Ilievski, Jan-Christoph Kalo

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） ； Universiteit van Amsterdam（阿姆斯特丹大学） 纠错

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

Comments to be published in ECAI 2025

Reasoning with RAGged events: RAG-Enhanced Event Knowledge Base Construction and reasoning with proof-assistants

Stergios Chatzikyriakidis

机构 * Computational Linguistics and Language Technology lab（计算语言学与语言技术实验室） ； Department of Philology（文学系） ； University of Crete（克里特大学） 纠错

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

Language Models Coupled with Metacognition Can Outperform Reasoning Models

Vedant Khandelwal, Francesca Rossi, Keerthiram Murugesan, Erik Miehling, Murray Campbell, Karthikeyan Natesan Ramamurthy, Lior Horesh

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

Comments 37 Pages, 95 Figures

SPORTSQL: An Interactive System for Real-Time Sports Reasoning and Visualization

Sebastian Martinez, Naman Ahuja, Fenil Bardoliya, Chris Bryan, Vivek Gupta

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

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

Comments Under Review at EMNLP

OwkinZero: Accelerating Biological Discovery with AI

Nathan Bigaud, Vincent Cabeli, Meltem Gürel, Arthur Pignet, John Klein, Gilles Wainrib, Eric Durand

机构 * Owkin 纠错

专题命中 逻辑推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.LG

Comments Preprint

Mimicking the Physicist's Eye:A VLM-centric Approach for Physics Formula Discovery

Jiaqi Liu, Songning Lai, Pengze Li, Di Yu, Wenjie Zhou, Yiyang Zhou, Peng Xia, Zijun Wang, Xi Chen, Shixiang Tang, Lei Bai, Wanli Ouyang, Mingyu Ding, Huaxiu Yao, Aoran Wang

机构 * UNC–Chapel Hill（北卡罗来纳大学教堂山分校） ； HKUST (Guangzhou)（香港科技大学（广州）） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Fudan University（复旦大学） ； Tsinghua University（清华大学） ； Nankai University（南开大学） ； UC Santa Cruz（圣塔克鲁兹大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Innovation Institute（上海创新研究院） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；CoT(abstract)；分类 cs.AI

Source Code Summarization in the Era of Large Language Models

Weisong Sun, Yun Miao, Yuekang Li, Hongyu Zhang, Chunrong Fang, Yi Liu, Gelei Deng, Yang Liu, Zhenyu Chen

机构 * College of Computing and Data Science, Nanyang Technological University Singapore（计算与数据科学学院，新加坡南洋理工大学） ； State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学） ； School of Computer Science and Engineering, University of New South Wales（计算机科学与工程学院，新南威尔士大学） ； School of Big Data and Software Engineering, Chongqing University（大数据与软件工程学院，重庆大学） 纠错

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

Comments Accepted to the 47th International Conference on Software Engineering (ICSE 2025)

Detecting and Characterizing Planning in Language Models

Jatin Nainani, Sankaran Vaidyanathan, Connor Watts, Andre N. Assis, Alice Rigg

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

Comments 9 pages, 4 figures

Meta-R1: Empowering Large Reasoning Models with Metacognition

Haonan Dong, Haoran Ye, Wenhao Zhu, Kehan Jiang, Guojie Song

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

Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding

Thi-Nhung Nguyen, Hoang Ngo, Dinh Phung, Thuy-Trang Vu, Dat Quoc Nguyen

机构 * Monash University（墨尔本大学） ； Qualcomm AI Research（高通人工智能研究） 纠错

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

Comments Accepted to CoNLL 2025

Multi-Turn Puzzles: Evaluating Interactive Reasoning and Strategic Dialogue in LLMs

Kartikeya Badola, Jonathan Simon, Arian Hosseini, Sara Marie Mc Carthy, Tsendsuren Munkhdalai, Abhimanyu Goyal, Tomáš Kočiský, Shyam Upadhyay, Bahare Fatemi, Mehran Kazemi

机构 * Google DeepMind（谷歌DeepMind） ； Google Research（谷歌研究） 纠错

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

Explainable Counterfactual Reasoning in Depression Medication Selection at Multi-Levels (Personalized and Population)

Xinyu Qin, Mark H. Chignell, Alexandria Greifenberger, Sachinthya Lokuge, Elssa Toumeh, Tia Sternat, Martin Katzman, Lu Wang

机构 * Department of Biomedical Engineering, Cullen College of Engineering（生物医学工程系，工程学院） ； University of Houston（德克萨斯大学） ； Department of Health Systems & Population Health Sciences, Tilman J. Fertitta Family College of Medicine（健康系统与人群健康科学系，蒂尔曼·J·费尔蒂塔家庭医学院） ； University of Toronto（多伦多大学） ； Virginia Tech（弗吉尼亚理工学院） 纠错

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

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown

Bowen Wang, Zhouqiang Jiang, Yasuaki Susumu, Shotaro Miwa, Tianwei Chen, Yuta Nakashima

机构 * Osaka University（大阪大学） ； Mitsubishi Electric Corp.（三菱电机公司） 纠错

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

Comments Aligned with ICCV 2025 camera-ready version

Sim-to-Real Transfer of Deep Reinforcement Learning Agents for Online Coverage Path Planning

Arvi Jonnarth, Ola Johansson, Jie Zhao, Michael Felsberg

机构 * Department of Electrical Engineering, Linköping University, Sweden（瑞典林雪平大学电气工程系） ； Department of Information and Communication Engineering, Dalian University of Technology, China（中国大连理工大学信息与通信工程学院） ； School of Engineering, University of KwaZulu-Natal, Durban, South Africa（南非夸祖鲁-纳塔尔大学工程学院） 纠错

专题命中 规划推理 ：planning(title,abstract)；分类 cs.LG

Comments Published in IEEE Access

Journal ref IEEE Access, 2025, volume 13, pages 106883-106905

Intern-S1: A Scientific Multimodal Foundation Model

Lei Bai, Zhongrui Cai, Yuhang Cao, Maosong Cao, Weihan Cao, Chiyu Chen, Haojiong Chen, Kai Chen, Pengcheng Chen, Ying Chen, Yongkang Chen, Yu Cheng, Pei Chu, Tao Chu, Erfei Cui, Ganqu Cui, Long Cui, Ziyun Cui, Nianchen Deng, Ning Ding, Nanqing Dong, Peijie Dong, Shihan Dou, Sinan Du, Haodong Duan, Caihua Fan, Ben Gao, Changjiang Gao, Jianfei Gao, Songyang Gao, Yang Gao, Zhangwei Gao, Jiaye Ge, Qiming Ge, Lixin Gu, Yuzhe Gu, Aijia Guo, Qipeng Guo, Xu Guo, Conghui He, Junjun He, Yili Hong, Siyuan Hou, Caiyu Hu, Hanglei Hu, Jucheng Hu, Ming Hu, Zhouqi Hua, Haian Huang, Junhao Huang, Xu Huang, Zixian Huang, Zhe Jiang, Lingkai Kong, Linyang Li, Peiji Li, Pengze Li, Shuaibin Li, Tianbin Li, Wei Li, Yuqiang Li, Dahua Lin, Junyao Lin, Tianyi Lin, Zhishan Lin, Hongwei Liu, Jiangning Liu, Jiyao Liu, Junnan Liu, Kai Liu, Kaiwen Liu, Kuikun Liu, Shichun Liu, Shudong Liu, Wei Liu, Xinyao Liu, Yuhong Liu, Zhan Liu, Yinquan Lu, Haijun Lv, Hongxia Lv, Huijie Lv, Qitan Lv, Ying Lv, Chengqi Lyu, Chenglong Ma, Jianpeng Ma, Ren Ma, Runmin Ma, Runyuan Ma, Xinzhu Ma, Yichuan Ma, Zihan Ma, Sixuan Mi, Junzhi Ning, Wenchang Ning, Xinle Pang, Jiahui Peng, Runyu Peng, Yu Qiao, Jiantao Qiu, Xiaoye Qu, Yuan Qu, Yuchen Ren, Fukai Shang, Wenqi Shao, Junhao Shen, Shuaike Shen, Chunfeng Song, Demin Song, Diping Song, Chenlin Su, Weijie Su, Weigao Sun, Yu Sun, Qian Tan, Cheng Tang, Huanze Tang, Kexian Tang, Shixiang Tang, Jian Tong, Aoran Wang, Bin Wang, Dong Wang, Lintao Wang, Rui Wang, Weiyun Wang, Wenhai Wang, Jiaqi Wang, Yi Wang, Ziyi Wang, Ling-I Wu, Wen Wu, Yue Wu, Zijian Wu, Linchen Xiao, Shuhao Xing, Chao Xu, Huihui Xu, Jun Xu, Ruiliang Xu, Wanghan Xu, GanLin Yang, Yuming Yang, Haochen Ye, Jin Ye, Shenglong Ye, Jia Yu, Jiashuo Yu, Jing Yu, Fei Yuan, Yuhang Zang, Bo Zhang, Chao Zhang, Chen Zhang, Hongjie Zhang, Jin Zhang, Qiaosheng Zhang, Qiuyinzhe Zhang, Songyang Zhang, Taolin Zhang, Wenlong Zhang, Wenwei Zhang, Yechen Zhang, Ziyang Zhang, Haiteng Zhao, Qian Zhao, Xiangyu Zhao, Xiangyu Zhao, Bowen Zhou, Dongzhan Zhou, Peiheng Zhou, Yuhao Zhou, Yunhua Zhou, Dongsheng Zhu, Lin Zhu, Yicheng Zou

机构 * Intern-S1 Team（Intern-S1团队） 纠错

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

HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation

Junyi Chen, Lu Chi, Siliang Xu, Shiwei Ran, Bingyue Peng, Zehuan Yuan

机构 * ByteDance（字节跳动） 纠错

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

DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards

Aaryaman Kartha, Ahmed Masry, Mohammed Saidul Islam, Thinh Lang, Shadikur Rahman, Ridwan Mahbub, Mizanur Rahman, Mahir Ahmed, Md Rizwan Parvez, Enamul Hoque, Shafiq Joty

机构 * York University（约克大学） ； RBC ； Qatar Computing Research Institute (QCRI)（卡塔尔计算研究所） ； Nanyang Technological University（南洋理工大学） ； Salesforce Research（Salesforce研究） 纠错

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

Trustworthy AI Psychotherapy: Multi-Agent LLM Workflow for Counseling and Explainable Mental Disorder Diagnosis

Mithat Can Ozgun, Jiahuan Pei, Koen Hindriks, Lucia Donatelli, Qingzhi Liu, Junxiao Wang

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） ； Wageningen University and Research（瓦赫宁根大学和研究中心） ； Guangzhou University（广州大学） 纠错

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

Comments This paper has been accepted by CIKM 2025 as a full paper

GreenTEA: Gradient Descent with Topic-modeling and Evolutionary Auto-prompting

Zheng Dong, Luming Shang, Gabriela Olinto

机构 * Amazon Buyer Risk Prevention（亚马逊买家风险预防） 纠错

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

X-Teaming: Multi-Turn Jailbreaks and Defenses with Adaptive Multi-Agents

Salman Rahman, Liwei Jiang, James Shiffer, Genglin Liu, Sheriff Issaka, Md Rizwan Parvez, Hamid Palangi, Kai-Wei Chang, Yejin Choi, Saadia Gabriel

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