语言大模型 / LLM

Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought

Tencent Hunyuan Team, Ao Liu, Botong Zhou, Can Xu, Chayse Zhou, ChenChen Zhang, Chengcheng Xu, Chenhao Wang, Decheng Wu, Dengpeng Wu, Dian Jiao, Dong Du, Dong Wang, Feng Zhang, Fengzong Lian, Guanghui Xu, Guanwei Zhang, Hai Wang, Haipeng Luo, Han Hu, Huilin Xu, Jiajia Wu, Jianchen Zhu, Jianfeng Yan, Jiaqi Zhu, Jihong Zhang, Jinbao Xue, Jun Xia, Junqiang Zheng, Kai Liu, Kai Zhang, Kai Zheng, Kejiao Li, Keyao Wang, Lan Jiang, Lixin Liu, Lulu Wu, Mengyuan Huang, Peijie Yu, Peiqi Wang, Qian Wang, Qianbiao Xiang, Qibin Liu, Qingfeng Sun, Richard Guo, Ruobing Xie, Saiyong Yang, Shaohua Chen, Shihui Hu, Shuai Li, Shuaipeng Li, Shuang Chen, Suncong Zheng, Tao Yang, Tian Zhang, Tinghao Yu, Weidong Han, Weijie Liu, Weijin Zhou, Weikang Wang, Wesleye Chen, Xiao Feng, Xiaoqin Ren, Xingwu Sun, Xiong Kuang, Xuemeng Huang, Xun Cao, Yanfeng Chen, Yang Du, Zhen Yang, Yangyu Tao, Yaping Deng, Yi Shen, Yigeng Hong, Yiqi Chen, Yiqing Huang, Yuchi Deng, Yue Mao, Yulong Wang, Yuyuan Zeng, Zenan Xu, Zhanhui Kang, Zhe Zhao, ZhenXiang Yan, Zheng Fang, Zhichao Hu, Zhongzhi Chen, Zhuoyu Li, Zongwei Li, Alex Yan, Ande Liang, Baitong Liu, Beiping Pan, Bin Xing, Binghong Wu, Bingxin Qu, Bolin Ni, Boyu Wu, Chen Li, Cheng Jiang, Cheng Zhang, Chengjun Liu, Chengxu Yang, Chengzhong Xu, Chiyu Wang, Chong Zha, Daisy Yi, Di Wang, Fanyang Lu, Fei Chen, Feifei Liu, Feng Zheng, Guanghua Yu, Guiyang Li, Guohua Wang, Haisheng Lin, Han Liu, Han Wang, Hao Fei, Hao Lu, Haoqing Jiang, Haoran Sun, Haotian Zhu, Huangjin Dai, Huankui Chen, Huawen Feng, Huihui Cai, Huxin Peng, Jackson Lv, Jiacheng Shi, Jiahao Bu, Jianbo Li, Jianglu Hu, Jiangtao Guan, Jianing Xu, Jianwei Cai, Jiarong Zhang, Jiawei Song, Jie Jiang, Jie Liu, Jieneng Yang, Jihong Zhang, Jin lv, Jing Zhao, Jinjian Li, Jinxing Liu, Jun Zhao, Juntao Guo, Kai Wang, Kan Wu, Lei Fu, Lei He, Lei Wang, Li Liu, Liang Dong, Liya Zhan, Long Cheng, Long Xu, Mao Zheng, Meng Liu, Mengkang Hu, Nanli Chen, Peirui Chen, Peng He, Pengju Pan, Pengzhi Wei, Qi Yang, Qi Yi, Roberts Wang, Rongpeng Chen, Rui Sun, Rui Yang, Ruibin Chen, Ruixu Zhou, Shaofeng Zhang, Sheng Zhang, Shihao Xu, Shuaishuai Chang, Shulin Liu, SiQi Wang, Songjia Feng, Songling Yuan, Tao Zhang, Tianjiao Lang, Tongkai Li, Wei Deng, Wei Li, Weichao Wang, Weigang Zhang, Weixuan Sun, Wen Ouyang, Wenxiang Jiao, Wenzhi Sun, Wenzhuo Jia, Xiang Zhang, Xiangyu He, Xianshun Ren, XiaoYing Zhu, Xiaolong Guo, Xiaoxue Li, Xiaoyu Ma, Xican Lu, Xinhua Feng, Xinting Huang, Xinyu Guan, Xirui Li, Xu Zhang, Xudong Gao, Xun Luo, Xuxiang Qi, Yangkun Chen, Yangyu Tao, Yanling Xiao, Yantao Mai, Yanze Chen, Yao Ding, Yeting Yang, YiFan Song, Yifan Yang, Yijiao Zhu, Yinhe Wu, Yixian Liu, Yong Yang, Yuanjun Cai, Yuanlin Tu, Yue Zhang, Yufei Huang, Yuhang Zhou, Yuhao Jiang, Yuhong Liu, Yuhui Hu, Yujin Lin, Yun Yang, Yunhao Wang, Yusong Zhang, Zekun Wu, Zelong Zhang, Zhan Yu, Zhaoliang Yang, Zhe Zhao, Zheng Li, Zhenyu Huang, Zhiguang Liu, Zhijiang Xu, Zhiqing Kui, Zhiyin Zeng, Zhiyuan Xiong, Zhuo Han, Zifan Wu, Zigang Geng, Zilong Zhao, Ziyan Tang, Ziyuan Zhu, Zonglei Zhu, Zhijiang Xu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications

Jindong Han, Yansong Ning, Zirui Yuan, Hang Ni, Fan Liu, Tengfei Lyu, Hao Liu

机构 * Shandong University（山东大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

INSIGHT: Bridging the Student-Teacher Gap in Times of Large Language Models

Jarne Thys, Sebe Vanbrabant, Davy Vanacken, Gustavo Rovelo Ruiz

机构 * UHasselt -- Hasselt University, Digital Future Lab -- Flanders Make（乌赫斯泰特大学、数字未来实验室——弗拉芒制造） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted author version for the D-SAIL Workshop - Transformative Curriculum Design: Digitalisation, Sustainability, and AI Literacy for 21st Century Learning, July 22, 2025, Palermo, Italy

Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models

Rock Yuren Pang, K. J. Kevin Feng, Shangbin Feng, Chu Li, Weijia Shi, Yulia Tsvetkov, Jeffrey Heer, Katharina Reinecke

机构 * University of Washington（华盛顿大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

LegiGPT: Party Politics and Transport Policy with Large Language Model

Hyunsoo Yun, Eun Hak Lee

机构 * Seoul National University（首尔国立大学） ； Texas A&M Transportation Institute（德克萨斯A&M交通研究所） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Updated title to match published version. Added DOI and journal reference to PDF

Journal ref Transport Policy, 2025

RefPentester: A Knowledge-Informed Self-Reflective Penetration Testing Framework Based on Large Language Models

Hanzheng Dai, Yuanliang Li, Jun Yan, Zhibo Zhang

机构 * Concordia University（康科迪亚大学） ； Polytechnique Montréal（蒙特利尔理工学院） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Surgery-R1: Advancing Surgical-VQLA with Reasoning Multimodal Large Language Model via Reinforcement Learning

Pengfei Hao, Shuaibo Li, Hongqiu Wang, Zhizhuo Kou, Junhang Zhang, Guang Yang, Lei Zhu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Hong Kong University of Science and Technology（香港科技大学） ； Department of Thoracic Surgery, the Seventh Affiliated Hospital, Sun Yat-sen University（中山大学第七附属医院胸外科部门） ； Bioengineering/Imperial-X, Imperial College London（生物工程/Imperial-X，帝国理工学院伦敦分校） ； ROAS Thrust, Hong Kong University of Science and Technology (Guangzhou)（ROAS项目，香港科技大学（广州）） ； Department of Electronic and Computer Engineering, Hong Kong SAR（香港特别行政区电子与计算机工程系） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.AI

Leveraging Large Language Model for Intelligent Log Processing and Autonomous Debugging in Cloud AI Platforms

Cheng Ji, Huaiying Luo

机构 * Siebel School of Computing and Data Science（塞比尔计算与数据科学学院） ； College of Computing and Information Science（计算与信息科学学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Cornell University（康奈尔大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted by 2025 8th International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE 2025)

Step-by-Step Reasoning Attack: Revealing 'Erased' Knowledge in Large Language Models

Yash Sinha, Manit Baser, Murari Mandal, Dinil Mon Divakaran, Mohan Kankanhalli

机构 * School of Computing（计算机学院） ； National University of Singapore（新加坡国立大学） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； College of Design and Engineering（设计与工程学院） ； RespAI Lab（RespAI实验室） ； School of Computer Engineering（计算机工程学院） ； Institute for Infocomm Research（信息与通信研究所） ； A*STAR 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Planning of Heuristics: Strategic Planning on Large Language Models with Monte Carlo Tree Search for Automating Heuristic Optimization

Hui Wang, Xufeng Zhang, Chaoxu Mu

机构 * School of Artificial Intelligence, Anhui University, Hefei, Anhui, China（人工智能学院，安徽大学，合肥，安徽，中国） ； Pengcheng Laboratory, Shenzhen, Guangdong, China（鹏城实验室，深圳，广东，中国） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 17 pages, 8 figures

Robust Utility-Preserving Text Anonymization Based on Large Language Models

Tianyu Yang, Xiaodan Zhu, Iryna Gurevych

机构 * Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), Technical University of Darmstadt, Germany（德意志图林根人工智能中心（hessian.AI）、计算机科学系、图林根大学） ； Department of Electrical and Computer Engineering & Ingenuity Labs Research Institute, Queen’s University, Canada（皇后大学电气与计算机工程系及创新实验室研究所） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by ACL'2025 Main Conference

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models

Shilin Xu, Yanwei Li, Rui Yang, Tao Zhang, Yueyi Sun, Wei Chow, Linfeng Li, Hang Song, Qi Xu, Yunhai Tong, Xiangtai Li, Hao Fei

机构 * ByteDance（字节跳动） ； Peking University（北京大学） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL

Prime the search: Using large language models for guiding geometric task and motion planning by warm-starting tree search

Dongryung Lee, Sejune Joo, Kimin Lee, Beomjoon Kim

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments The International Journal of Robotics Research (IJRR)

Journal ref The International Journal of Robotics Research. 2025;0(0)

Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models

Zefan Zeng, Xingchen Hu, Qing Cheng, Weiping Ding, Wentao Li, Zhong Liu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Evaluating Large Language Model Capabilities in Assessing Spatial Econometrics Research

Giuseppe Arbia, Luca Morandini, Vincenzo Nardelli

机构 * Department of Statistical Sciences, Università Cattolica del Sacro Cuore（统计科学系，天主教圣心大学） ； School of Computing and Information Systems, The University of Melbourne（计算与信息系统学院，墨尔本大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet)

Fadi Al Machot, Martin Thomas Horsch, Habib Ullah

机构 * Department of Data Science, Faculty of Science and Technology, Norwegian University of Life Sciences（数据科学系，科学与技术学院，挪威生命科学大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning

Zhiyuan Ma, Jiayu Liu, Xianzhen Luo, Zhenya Huang, Qingfu Zhu, Wanxiang Che

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） ； Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology（社会计算与交互机器人研究中心，哈尔滨工业大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted at the Research Track of KDD 2025

Deconstructing Obfuscation: A four-dimensional framework for evaluating Large Language Models assembly code deobfuscation capabilities

Anton Tkachenko, Dmitrij Suskevic, Benjamin Adolphi

机构 * Research department Promon AS（Promon AS 研究部门） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Understanding Physical Properties of Unseen Deformable Objects by Leveraging Large Language Models and Robot Actions

Changmin Park, Beomjoon Lee, Haechan Jung, Haejin Jung, Changjoo Nam

机构 * Dept. of Electronic Engineering, Sogang University（电子工程系，ソガン大学） ； Dept. of Mechanical Engineering, Korea Aerospace University（机械工程系，韩国航空航天大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints

Zhengdong Lu, Weikai Lu, Yiling Tao, Yun Dai, ZiXuan Chen, Huiping Zhuang, Cen Chen, Hao Peng, Ziqian Zeng

机构 * South China University of Technology（南方科技大学） ； Beihang University（北航） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Enhancing Large Language Models with Neurosymbolic Reasoning for Multilingual Tasks

Sina Bagheri Nezhad, Ameeta Agrawal

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted at 19th Conference on Neurosymbolic Learning and Reasoning (NeSy 2025)

Negation: A Pink Elephant in the Large Language Models' Room?

Tereza Vrabcová, Marek Kadlčík, Petr Sojka, Michal Štefánik, Michal Spiegel

机构 * Faculty of Informatics, Masaryk University（信息学院，马萨里克大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models

Elena Stringli, Maria Lymperaiou, Giorgos Filandrianos, Athanasios Voulodimos, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, AILS Laboratory（电气与计算机工程学院，AILS实验室） ； National Technical University of Athens（雅典国家技术大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted at Findings of ACL 2025

Strategy-Augmented Planning for Large Language Models via Opponent Exploitation

Shuai Xu, Sijia Cui, Yanna Wang, Bo Xu, Qi Wang

机构 * Nanjing University of Information Science & Technology（南京信息工程大学） ； Nanjing Artificial Intelligence Research of IA（南京人工智能研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted to IJCNN 2025

Reassessing Large Language Model Boolean Query Generation for Systematic Reviews

Shuai Wang, Harrisen Scells, Bevan Koopman, Guido Zuccon

机构 * The University of Queensland（昆士兰大学） ； University of Tübingen（图宾根大学） ； CSIRO（澳大利亚联邦科学与工业研究组织） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted in SIGIR-2025

Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts?

Sohee Yang, Nora Kassner, Elena Gribovskaya, Sebastian Riedel, Mor Geva

机构 * Google DeepMind（谷歌DeepMind） ； UCL（伦敦大学学院） ； Google Research（谷歌研究） ； Tel Aviv University（特拉维夫大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)；分类 cs.CL

Comments Findings of ACL 2025

MC-NEST: Enhancing Mathematical Reasoning in Large Language Models leveraging a Monte Carlo Self-Refine Tree

Gollam Rabby, Farhana Keya, Sören Auer

机构 * L3S Research Center（L3S研究中心） ； Leibniz University Hannover（汉诺威莱布尼茨大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Large Language Models Struggle with Unreasonability in Math Problems

Jingyuan Ma, Damai Dai, Zihang Yuan, Rui li, Weilin Luo, Bin Wang, Qun Liu, Lei Sha, Zhifang Sui

机构 * National Key Laboratory for Multimedia Information Processing, School of Computer Science, Peking University（国家多媒体信息处理重点实验室，计算机学院，北京大学） ； Institute of Artificial Intelligence, Beihang University（人工智能学院，北航） ； Huawei Noah’s Ark Lab, China（华为诺亚实验室，中国） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments 32 pages, 8 figures

Do Large Language Models Latently Perform Multi-Hop Reasoning?

Sohee Yang, Elena Gribovskaya, Nora Kassner, Mor Geva, Sebastian Riedel

机构 * Google DeepMind（谷歌DeepMind） ； UCL（伦敦大学学院） ； Google Research（谷歌研究） ； Tel Aviv University（特拉维夫大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments ACL 2024

Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models

Kangyang Luo, Zichen Ding, Zhenmin Weng, Lingfeng Qiao, Meng Zhao, Xiang Li, Di Yin, Jinlong Shu

机构 * East China Normal University（东华大学） ； Youtu Lab, Tencent（腾讯优图实验室） ； Shanghai Normal University（上海师范大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted by ACL2025(Findings)