语言大模型 / LLM

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)

Say What You Mean: Natural Language Access Control with Large Language Models for Internet of Things

Ye Cheng, Minghui Xu, Yue Zhang, Kun Li, Hao Wu, Yechao Zhang, Shaoyong Guo, Wangjie Qiu, Dongxiao Yu, Xiuzhen Cheng

机构 * School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； School of Computer Science, Nanjing University（南京大学计算机科学学院） ； Institute of Artificial Intelligence, Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University（北京航空航天大学人工智能研究院） ； Zhongguancun Laboratory, Beijing, China（中关村实验室，北京，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.CL

A Tool for Generating Exceptional Behavior Tests With Large Language Models

Linghan Zhong, Samuel Yuan, Jiyang Zhang, Yu Liu, Pengyu Nie, Junyi Jessy Li, Milos Gligoric

机构 * UT Austin（得克萨斯大学） ； UWaterloo（滑铁卢大学） 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 FSE 2025 Demo (Camera Ready)

Visual Large Language Models Exhibit Human-Level Cognitive Flexibility in the Wisconsin Card Sorting Test

Guangfu Hao, Frederic Alexandre, Shan Yu

机构 * Laboratory of Brain Atlas and Brain-inspired Intelligence, Institute of Automation, Chinese Academy of Sciences（脑图谱与脑启发智能实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Inria centre at the university of Bordeaux, Neurodegenerative Diseases Institute（波尔多大学Inria中心，神经退行性疾病研究所） 纠错

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

Continuous Self-Improvement of Large Language Models by Test-time Training with Verifier-Driven Sample Selection

Mohammad Mahdi Moradi, Hossam Amer, Sudhir Mudur, Weiwei Zhang, Yang Liu, Walid Ahmed

机构 * Department of Computer Science, Concordia University（计算机科学系，康科迪亚大学） ； Ascend Team, Huawei Technologies（华为技术有限公司Ascend团队） 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

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning

Liyu Zhang, Weiqi Wang, Tianqing Fang, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST, Hong Kong SAR, China（计算机科学与工程系，香港科技大学，香港特别行政区，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.CL

Comments Findings of ACL2025

Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models

Linhao Luo, Zicheng Zhao, Gholamreza Haffari, Yuan-Fang Li, Chen Gong, Shirui Pan

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 ICML 2025

Large Language Model-enhanced Reinforcement Learning for Low-Altitude Economy Networking

Lingyi Cai, Ruichen Zhang, Changyuan Zhao, Yu Zhang, Jiawen Kang, Dusit Niyato, Tao Jiang, Xuemin Shen

机构 * Research Center of 6G Mobile Communications, School of Cyber Science and Engineering, Huazhong University of Science and Technology（6G移动通信研究中心，信息科学与工程学院，华中科技大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； School of Automation, Guangdong University of Technology（自动化学院，广东工业大学） ； Department of Electrical and Computer Engineering, University of Waterloo（电气与计算机工程系，滑铁卢大学） 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 7 pages, 5 figures

SV-TrustEval-C: Evaluating Structure and Semantic Reasoning in Large Language Models for Source Code Vulnerability Analysis

Yansong Li, Paula Branco, Alexander M. Hoole, Manish Marwah, Hari Manassery Koduvely, Guy-Vincent Jourdan, Stephan Jou

机构 * University of Ottawa（渥太华大学） ； OpenText（OpenText公司） 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

Journal ref 2025 IEEE Symposium on Security and Privacy (SP), 2025, pp. 2791-2809