语言大模型 / LLM

DeepThink3D: Enhancing Large Language Models with Programmatic Reasoning in Complex 3D Situated Reasoning Tasks

Jiayi Song, Rui Wan, Lipeng Ma, Weidong Yang, Qingyuan Zhou, Yixuan Li, Ben Fei

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

Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models

Haibo Wang, Zhiyang Xu, Yu Cheng, Shizhe Diao, Yufan Zhou, Yixin Cao, Qifan Wang, Weifeng Ge, Lifu Huang

机构 * University of California, Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； The Chinese University of Hong Kong（香港中文大学） ； NVIDIA ； Adobe Research（Adobe研究） ； Fudan University（复旦大学） ； Meta AI 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 EMNLP 2025 Findings

GTool: Graph Enhanced Tool Planning with Large Language Model

Wenjie Chen, Wenbin Li, Di Yao, Xuying Meng, Chang Gong, Jingping Bi

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 16 pages, 9 figures

Leveraging Large Language Models for Predictive Analysis of Human Misery

Bishanka Seal, Rahul Seetharaman, Aman Bansal, Abhilash Nandy

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 14 pages, 4 tables

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell, Nick Pepper

机构 * The Alan Turing Institute（阿尔ัน图灵研究院） ； NATS ； University of Exeter（埃克塞特大学） 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.AI

Comments 9 pages and appendices

Mathematical Computation and Reasoning Errors by Large Language Models

Liang Zhang, Edith Aurora Graf

机构 * Institute for Intelligent Systems（智能系统研究所） ； University of Memphis（密苏里大学） ； AI4STEM Education Center（AI4STEM教育中心） ； University of Georgia（佐治亚大学） ； Educational Testing Service（教育测量服务） 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

First Ask Then Answer: A Framework Design for AI Dialogue Based on Supplementary Questioning with Large Language Models

Chuanruo Fu, Yuncheng Du

机构 * Beijing Information Science and Technology University（北京信息科技大学） 纠错

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

Incident Response Planning Using a Lightweight Large Language Model with Reduced Hallucination

Kim Hammar, Tansu Alpcan, Emil C. Lupu

机构 * Department of Electrical and Electronic Engineering, University of Melbourne, Australia（墨尔本大学电子与电气工程系） ； Department of Computing, Imperial College London, United Kingdom（伦敦帝国理工学院计算机系） 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

BloomWise: Enhancing Problem-Solving capabilities of Large Language Models using Bloom's-Taxonomy-Inspired Prompts

Maria-Eleni Zoumpoulidi, Georgios Paraskevopoulos, Alexandros Potamianos

机构 * Speech and Language Processing Group, National Technical University of Athens（国家技术大学雅典语音与语言处理组） ； Institute for Language and Speech Processing, Athena Research Center（雅典研究中心语言与语音处理研究所） ； National Technical University of Athens（国家技术大学雅典） 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 16 pages, 2 figures

Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Case Study

Mohammad Khodadad, Ali Shiraee Kasmaee, Mahdi Astaraki, Nicholas Sherck, Hamidreza Mahyar, Soheila Samiee

机构 * Department of Computational Science and Engineering（计算科学与工程系） ； McMaster University（麦斯特大学） ； BASF Canada Inc（巴斯夫加拿大公司） ； BASF Corporation（巴斯夫公司） 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

Enhancing Japanese Large Language Models with Reasoning Vectors

Carolina Minami Oguchi, Leo Wei, Koyo Kobayashi, Hsin-Tai Wu, Dipak Ghosal

机构 * University of California, Davis（加州大学戴维斯分校） ； Santa Clara University（圣克拉拉大学） ； NTT DOCOMO, INC（NTT DOCOMO公司） ； DOCOMO Innovations, Inc（DOCOMO创新公司） 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.AI

L3M+P: Lifelong Planning with Large Language Models

Krish Agarwal, Yuqian Jiang, Jiaheng Hu, Bo Liu, Peter Stone

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

A Multi-Agent Pokemon Tournament for Evaluating Strategic Reasoning of Large Language Models

Tadisetty Sai Yashwanth, Dhatri C

机构 * TuriLabs 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

Intent-Based Network for RAN Management with Large Language Models

Fransiscus Asisi Bimo, Maria Amparo Canaveras Galdon, Chun-Kai Lai, Ray-Guang Cheng, Edwin K. P. Chong

机构 * National Taiwan University of Science and Technology（台湾科技大学） ； NVIDIA（NVIDIA公司） ； Colorado State University（科罗拉多州立大学） 纠错

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

Comments 5 pages, 3 figures, submitted to IEEE Globecom 2025

Accurate and Consistent Graph Model Generation from Text with Large Language Models

Boqi Chen, Ou Wei, Bingzhou Zheng, Gunter Mussbacher

机构 * McGill University（麦吉尔大学） ； Huawei Research Canada（华为加拿大研究） 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 at ACM / IEEE 28th International Conference on Model Driven Engineering Languages and Systems (MODELS 2025)

LLMs-guided adaptive compensator: Bringing Adaptivity to Automatic Control Systems with Large Language Models

Zhongchao Zhou, Yuxi Lu, Yaonan Zhu, Yifan Zhao, Bin He, Liang He, Wenwen Yu, Yusuke Iwasawa

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

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models

Yifan Hao, Fangning Chao, Yaqian Hao, Zhaojun Cui, Huan Bai, Haiyu Zhang, Yankai Liu, Chao Deng, Junlan Feng

机构 * China Mobile Research Institute Beijing, China（中国移动研究院北京） 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.CL

HITSZ's End-To-End Speech Translation Systems Combining Sequence-to-Sequence Auto Speech Recognition Model and Indic Large Language Model for IWSLT 2025 in Indic Track

Xuchen Wei, Yangxin Wu, Yaoyin Zhang, Henglyu Liu, Kehai Chen, Xuefeng Bai, Min Zhang

机构 * School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China（计算机科学与技术学院，哈尔滨工业大学（深圳）） 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 7 pages, 1 figure, submitted to IWSLT 2025

Automated Code Review Using Large Language Models with Symbolic Reasoning

Busra Icoz, Goksel Biricik

机构 * Computer Engineering Yıldız Technical University Istanbul, Turkiye（计算机工程 杨兹技术大学 伊斯坦布尔，土耳其） 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

Reasoning-Driven Retrosynthesis Prediction with Large Language Models via Reinforcement Learning

Situo Zhang, Hanqi Li, Lu Chen, Zihan Zhao, Xuanze Lin, Zichen Zhu, Bo Chen, Xin Chen, Kai Yu

机构 * X-LANCE Lab, School of Computer Science MoE Key Lab of Artificial Intelligence SJTU AI Institute（X-LANCE实验室，计算机科学学院，人工智能关键实验室，SJTU人工智能研究所） ； Suzhou Laboratory（苏州实验室） ； Jiangsu Key Lab of Language Computing（江苏语言计算重点实验室） ； School of Chemistry and Chemical Engineering（化学与化工学院） 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

Comments Preprint

Do Large Language Models Have a Planning Theory of Mind? Evidence from MindGames: a Multi-Step Persuasion Task

Jared Moore, Ned Cooper, Rasmus Overmark, Beba Cibralic, Nick Haber, Cameron R. Jones

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 To appear in COLM, 2025

A Large Language Model-Enhanced Q-learning for Capacitated Vehicle Routing Problem with Time Windows

Linjiang Cao, Maonan Wang, Xi Xiong

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 are Autonomous Cyber Defenders

Sebastián R. Castro, Roberto Campbell, Nancy Lau, Octavio Villalobos, Jiaqi Duan, Alvaro A. Cardenas

机构 * University of California, Santa Cruz（加州大学圣克鲁兹分校） 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 Presented at IEEE CAI Workshop on Adaptive Cyber Defense 2025

Journal ref 2025 IEEE Conference on Artificial Intelligence (CAI) - Pages: 1125-1132

Reasoning Strategies in Large Language Models: Can They Follow, Prefer, and Optimize?

Yanjian Zhang, Guillaume Wisniewski, Nadi Tomeh, Thierry Charnois

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

LRCTI: A Large Language Model-Based Framework for Multi-Step Evidence Retrieval and Reasoning in Cyber Threat Intelligence Credibility Verification

Fengxiao Tang, Huan Li, Ming Zhao, Zongzong Wu, Shisong Peng, Tao Yin

机构 * Central South University（中南大学） ； Zhongguancun Laboratory（中关村实验室） 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

TableReasoner: Advancing Table Reasoning Framework with Large Language Models

Sishi Xiong, Dakai Wang, Yu Zhao, Jie Zhang, Changzai Pan, Haowei He, Xiangyu Li, Wenhan Chang, Zhongjiang He, Shuangyong Song, Yongxiang Li

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

The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs

Jierun Chen, Tiezheng Yu, Haoli Bai, Lewei Yao, Jiannan Wu, Kaican Li, Fei Mi, Chaofan Tao, Lei Zhu, Manyi Zhang, Xiaohui Li, Lu Hou, Lifeng Shang, Qun Liu

机构 * Huawei Technologies（华为技术有限公司） ； HKUST（香港科技大学） 纠错

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

ReLayout: Integrating Relation Reasoning for Content-aware Layout Generation with Multi-modal Large Language Models

Jiaxu Tian, Xuehui Yu, Yaoxing Wang, Pan Wang, Guangqian Guo, Shan Gao

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

Adsorb-Agent: Autonomous Identification of Stable Adsorption Configurations via Large Language Model Agent

Janghoon Ock, Radheesh Sharma Meda, Tirtha Vinchurkar, Yayati Jadhav, Amir Barati Farimani

机构 * Department of Chemical Engineering, Carnegie Mellon University（化学工程系，卡内基梅隆大学） ； Department of Mechanical Engineering, Carnegie Mellon University（机械工程系，卡内基梅隆大学） 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

Graph Repairs with Large Language Models: An Empirical Study

Hrishikesh Terdalkar, Angela Bonifati, Andrea Mauri

机构 * Lyon1 University, CNRS LIRIS France ； Lyon1 University, CNRS LIRIS \& IUF France ； Lyon1 University, CNRS LIRIS ； Lyon1 University, CNRS LIRIS \& IUF 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 to the 8th GRADES-NDA 2025 @ SIGMOD/PODS 2025