语言大模型 / LLM

IntentionReasoner: Facilitating Adaptive LLM Safeguards through Intent Reasoning and Selective Query Refinement

Yuanzhe Shen, Zisu Huang, Zhengkang Guo, Yide Liu, Guanxu Chen, Ruicheng Yin, Xiaoqing Zheng, Xuanjing Huang

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

Comments 17 pages, 9 figures

fLSA: Learning Semantic Structures in Document Collections Using Foundation Models

Weijia Xu, Nebojsa Jojic, Nicolas Le Roux

机构 * Microsoft Research Redmond（微软研究院雷德蒙德） 纠错

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

Comments EMNLP 2025 Camera Ready

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

Comments Accepted to CoNLL 2025

DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation

Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani, Adam Jatowt

机构 * University of Innsbruck（因斯布鲁克大学） 纠错

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

Comments Accept at EMNLP Findings 2025

SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information

Chih-Kai Yang, Neo Ho, Yen-Ting Piao, Hung-yi Lee

机构 * National Taiwan University（国立台湾大学） 纠错

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

Comments Accepted to Interspeech 2025 (Oral). Update acknowledgement in this version. Project page: https://github.com/ckyang1124/SAKURA

AutoMisty: A Multi-Agent LLM Framework for Automated Code Generation in the Misty Social Robot

Xiao Wang, Lu Dong, Sahana Rangasrinivasan, Ifeoma Nwogu, Srirangaraj Setlur, Venugopal Govindaraju

机构 * State University of New York at Buffalo（纽约州立大学布法罗分校） ； Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham（计算机科学与工程系，阿米特拉学校 computing，阿米特拉世界大学） 纠错

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

Comments Accepted by IROS 2025

Prompting Techniques for Reducing Social Bias in LLMs through System 1 and System 2 Cognitive Processes

Mahammed Kamruzzaman, Gene Louis Kim

机构 * Bellini College of AI, Cybersecurity and Computing University of South Florida（人工智能、网络安全与计算学院，佛罗里达州立大学） 纠错

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

Comments Accepted at RANLP-2025 (main conference)

LLM-Driven Self-Refinement for Embodied Drone Task Planning

Deyu Zhang, Xicheng Zhang, Jiahao Li, Tingting Long, Xunhua Dai, Yongjian Fu, Jinrui Zhang, Ju Ren, Yaoxue Zhang

机构 * School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） 纠错

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

Comments 14pages

From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR

Jia Deng, Jie Chen, Zhipeng Chen, Daixuan Cheng, Fei Bai, Beichen Zhang, Yinqian Min, Yanzipeng Gao, Wayne Xin Zhao, Ji-Rong Wen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（北京理工大学人工智能学院） 纠错

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

Comments 27pages,25figures. arXiv admin note: text overlap with arXiv:2508.02260

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 推理与问题求解 ：language model(title,abstract)；LLM(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

Keyword-Centric Prompting for One-Shot Event Detection with Self-Generated Rationale Enhancements

Ziheng Li, Zhi-Hong Deng

机构 * State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University（一般人工智能国家重点实验室，智能科学与技术学院，北京大学） 纠错

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

Comments ECAI 2025

Optimizing Prompt Sequences using Monte Carlo Tree Search for LLM-Based Optimization

Fei Xu Yu, Gina Adam, Nathaniel D. Bastian, Tian Lan

机构 * The George Washington University（乔治·华盛顿大学） ； United States Military Academy（美国军事学院） 纠错

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

Kestrel: 3D Multimodal LLM for Part-Aware Grounded Description

Mahmoud Ahmed, Junjie Fei, Jian Ding, Eslam Mohamed Bakr, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡斯特大学） 纠错

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

Can LLM-Reasoning Models Replace Classical Planning? A Benchmark Study

Kai Goebel, Patrik Zips

机构 * Center for Vision, Automation & Control（视觉、自动化与控制中心） ； AIT Austrian Institute of Technology GmbH（奥地利技术研究院） 纠错

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

VLMPlanner: Integrating Visual Language Models with Motion Planning

Zhipeng Tang, Sha Zhang, Jiajun Deng, Chenjie Wang, Guoliang You, Yuting Huang, Xinrui Lin, Yanyong Zhang

机构 * University of Science and Technology of China（科学技术大学） ； University of Adelaide（阿德莱德大学） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（合肥综合性国家科学中心人工智能研究院） 纠错

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

Comments 8 pages, 3 figures, this paper has been accepted by ACM MM 2025

Understanding LLM Scientific Reasoning through Promptings and Model's Explanation on the Answers

Alice Rueda, Mohammed S. Hassan, Argyrios Perivolaris, Bazen G. Teferra, Reza Samavi, Sirisha Rambhatla, Yuqi Wu, Yanbo Zhang, Bo Cao, Divya Sharma, Sridhar Krishnan, Venkat Bhat

机构 * University of Toronto Department of Psychiatry（多伦多大学精神病学系） ； Toronto Metropolitan University（多伦多 Metropolitan 大学） ； St. Michael’s Hospital, Unity Health Toronto（圣米歇尔医院，统一健康多伦多） ； Department of Electrical, Computer, and Biomedical Engineering（电气、计算机和生物医学工程系） ； University of Waterloo（滑铁卢大学） ； Department of Management Science and Engineering（管理科学与工程系） 纠错

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

P-CoT: A Pedagogically-motivated Participatory Chain-of-Thought Prompting for Phonological Reasoning in LLMs

Dongjun Jang, Youngchae Ahn, Hyopil Shin

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

Journal ref ACL 2025 Findings

X-Intelligence 3.0: Training and Evaluating Reasoning LLM for Semiconductor Display

Xiaolin Yan, Yangxing Liu, Jiazhang Zheng, Chi Liu, Mingyu Du, Caisheng Chen, Haoyang Liu, Ming Ding, Yuan Li, Qiuping Liao, Linfeng Li, Zhili Mei, Siyu Wan, Li Li, Ruyi Zhong, Jiangling Yu, Xule Liu, Huihui Hu, Jiameng Yue, Ruohui Cheng, Qi Yang, Liangqing Wu, Ke Zhu, Chi Zhang, Chufei Jing, Yifan Zhou, Yan Liang, Dongdong Li, Zhaohui Wang, Bin Zhao, Mingzhou Wu, Mingzhong Zhou, Peng Du, Zuomin Liao, Chao Dai, Pengfei Liang, Xiaoguang Zhu, Yu Zhang, Yu Gu, Kun Pan, Yuan Wu, Yanqing Guan, Shaojing Wu, Zikang Feng, Xianze Ma, Peishan Cheng, Wenjuan Jiang, Jing Ba, Huihao Yu, Zeping Hu, Yuan Xu, Zhiwei Liu, He Wang, Zhenguo Lin, Ming Liu, Yanhong Meng

机构 * TCL Corporate Research（TCL企业研究） ； TCL China Star Optoelectronic Technology Co Ltd.（TCL中国星光电技术有限公司） ； National Center of Technology Innovation for Display（显示技术创新国家中心） 纠错

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

Comments Technical Report

A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining

Yifan Shen, Zihan Zhao, Xiao Xue, Yuwei Guo, Qun Ma, Deyu Zhou, Ming Zhang

机构 * College of Intelligence and Computing（智能与计算学院） ； Tianjin University（天津大学） ； Tianjin Key Laboratory of Healthy Habitat and Smart Technology（天津健康人居与智能技术重点实验室） ； Laboratory of Computation and Analytics of Complex Management Systems（复杂管理系统计算与分析实验室） ； School of Software（软件学院） ； Shandong University（山东大学） ； Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR)（SDU-NTU人工智能研究联合中心（C-FAIR）） ； Faculty of Environment, Science and Economy（环境、科学与经济学院） 纠错

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

LLM world models are mental: Output layer evidence of brittle world model use in LLM mechanical reasoning

Cole Robertson, Philip Wolff

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

Comments Manuscript comprises 14 pages, 4 figures, 4 tables in the Technical Appendix and Supplementary Material, and is under review at NeurIPS 2025

A Vision for Auto Research with LLM Agents

Chengwei Liu, Chong Wang, Jiayue Cao, Jingquan Ge, Kun Wang, Lyuye Zhang, Ming-Ming Cheng, Penghai Zhao, Tianlin Li, Xiaojun Jia, Xiang Li, Xingshuai Li, Yang Liu, Yebo Feng, Yihao Huang, Yijia Xu, Yuqiang Sun, Zhenhong Zhou, Zhengzi Xu

机构 * Nanyang Technological University（南洋理工大学） ； Nankai University（南开大学） 纠错

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

MSA at ImageCLEF 2025 Multimodal Reasoning: Multilingual Multimodal Reasoning With Ensemble Vision Language Models

Seif Ahmed, Mohamed T. Younes, Abdelrahman Moustafa, Abdelrahman Allam, Hamza Moustafa

机构 * October University for Modern Sciences and Arts（现代科学与艺术大学） 纠错

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

Tactical Decision for Multi-UGV Confrontation with a Vision-Language Model-Based Commander

Li Wang, Qizhen Wu, Lei Chen

机构 * Yangtze Delta Region Academy（扬子江地区学院） ； Beijing Institute of Technology（北京理工大学） ； School of Automation（自动化学院） ； Beihang University（北航大学） ； Advanced Research Institute of Multidisciplinary Sciences（多学科科学高级研究机构） 纠错

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

Instantiation-based Formalization of Logical Reasoning Tasks using Language Models and Logical Solvers

Mohammad Raza, Natasa Milic-Frayling

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

Comments IJCAI 2025

LLaPa: A Vision-Language Model Framework for Counterfactual-Aware Procedural Planning

Shibo Sun, Xue Li, Donglin Di, Mingjie Wei, Lanshun Nie, Wei-Nan Zhang, Dechen Zhan, Yang Song, Lei Fan

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； University of New South Wales（新南威尔士大学） 纠错

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

RLEP: Reinforcement Learning with Experience Replay for LLM Reasoning

Hongzhi Zhang, Jia Fu, Jingyuan Zhang, Kai Fu, Qi Wang, Fuzheng Zhang, Guorui Zhou

机构 * Klear Team（Klear团队） ； Kuaishou Technology（快手科技） 纠错

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

Comments https://github.com/Kwai-Klear/RLEP

Improving Rationality in the Reasoning Process of Language Models through Self-playing Game

Pinzheng Wang, Juntao Li, Zecheng Tang, Haijia Gui, Min zhang

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Key Laboratory of Data Intelligence and Advanced Computing, Soochow University（苏州大学数据智能与先进计算重点实验室） 纠错

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

Comments Accepted by ICML 2025

SEAL: Vision-Language Model-Based Safe End-to-End Cooperative Autonomous Driving with Adaptive Long-Tail Modeling

Junwei You, Pei Li, Zhuoyu Jiang, Zilin Huang, Rui Gan, Haotian Shi, Bin Ran

机构 * Department of Civil and Environmental Engineering, University of Wisconsin–Madison（威斯康星大学麦迪逊分校土木与环境工程系） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学 computing and Data Science 学院） ； College of Transportation, Tongji University（同济大学交通运输学院） 纠错

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

TalentMine: LLM-Based Extraction and Question-Answering from Multimodal Talent Tables

Varun Mannam, Fang Wang, Chaochun Liu, Xin Chen

机构 * Amazon（亚马逊） 纠错

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

Comments Submitted to KDD conference, workshop: Talent and Management Computing (TMC 2025), https://tmcworkshop.github.io/2025/

Boosting LLM's Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning

Xiang Zhuang, Bin Wu, Jiyu Cui, Kehua Feng, Xiaotong Li, Huabin Xing, Keyan Ding, Qiang Zhang, Huajun Chen

机构 * Zhejiang University（浙江大学） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center（浙大杭州国际科创中心） ； University College London（伦敦大学学院） 纠错

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

Comments ACL 2025 Main