语言大模型 / LLM

CogAtom: From Cognitive Atoms to Olympiad-level Mathematical Reasoning in Large Language Models

Zhuofan Chen, Jiyuan He, Yichi Zhang, Xing Hu, Haoxing Wen, Jun Bai, Wenge Rong

机构 * School of Computer Science and Engineering, Beihang University, China（北京航空航天大学计算机科学与工程学院） ； Meituan Inc.（美团公司） ； Beijing Institute for General Artificial Intelligence, China（北京通用人工智能研究院） 纠错

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

Harnessing Multimodal Large Language Models for Personalized Product Search with Query-aware Refinement

Beibei Zhang, Yanan Lu, Ruobing Xie, Zongyi Li, Siyuan Xing, Tongwei Ren, Fen Lin

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

EquiBench: Benchmarking Large Language Models' Reasoning about Program Semantics via Equivalence Checking

Anjiang Wei, Jiannan Cao, Ran Li, Hongyu Chen, Yuhui Zhang, Ziheng Wang, Yuan Liu, Thiago S. F. X. Teixeira, Diyi Yang, Ke Wang, Alex Aiken

机构 * Stanford University（斯坦福大学） ； MIT（麻省理工学院） ； Google（谷歌） ； Nanjing University（南京大学） ； Intel（英特尔） 纠错

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

Do Large Language Models Truly Grasp Mathematics? An Empirical Exploration From Cognitive Psychology

Wei Xie, Shuoyoucheng Ma, Zhenhua Wang, Enze Wang, Kai Chen, Xiaobing Sun, Baosheng Wang

机构 * College of Computer Science and Technology, National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR)（科学、技术和研究局高性能计算研究所） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） 纠错

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

Comments Thank you for your attention. This paper was accepted by the CogSci 2025 conference in April and published in August. The location in the proceedings is: https://escholarship.org/uc/item/24x9t7s1

EmoQ: Speech Emotion Recognition via Speech-Aware Q-Former and Large Language Model

Yiqing Yang, Man-Wai Mak

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（电子与电气工程系，香港理工大学） 纠错

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

Comments 5 pages, 2 figures

GestOS: Advanced Hand Gesture Interpretation via Large Language Models to control Any Type of Robot

Artem Lykov, Oleg Kobzarev, Dzmitry Tsetserukou

机构 * ISR Lab（ISR实验室） ； Skoltech（斯克里普钦技术学院） 纠错

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

ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way

Rajarshi Roy, Devleena Das, Ankesh Banerjee, Arjya Bhattacharjee, Kousik Dasgupta, Subarna Tripathi

机构 * Kalyani Government Engineering College（卡利尼政府工程学院） ； Intel Labs（英特尔实验室） 纠错

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

Large language model-empowered next-generation computer-aided engineering

Jiachen Guo, Chanwook Park, Dong Qian, Thomas J. R. Hughes, Wing Kam Liu

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

SWI: Speaking with Intent in Large Language Models

Yuwei Yin, EunJeong Hwang, Giuseppe Carenini

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Vector Institute for AI（人工智能矢量研究所） 纠错

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

Comments Code: https://github.com/YuweiYin/SWI

An Automated Attack Investigation Approach Leveraging Threat-Knowledge-Augmented Large Language Models

Rujie Dai, Peizhuo Lv, Yujiang Gui, Qiujian Lv, Yuanyuan Qiao, Yan Wang, Degang Sun, Weiqing Huang, Yingjiu Li, XiaoFeng Wang

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

Disentangling Exploration of Large Language Models by Optimal Exploitation

Tim Grams, Patrick Betz, Sascha Marton, Stefan Lüdtke, Christian Bartelt

机构 * Technical University of Clausthal（Clausthal 技术大学） ； University of Mannheim（曼海姆大学） ； University of Rostock（罗斯托克大学） 纠错

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

HOID-R1: Reinforcement Learning for Open-World Human-Object Interaction Detection Reasoning with Multimodal Large Language Model

Zhenhao Zhang, Hanqing Wang, Xiangyu Zeng, Ziyu Cheng, Jiaxin Liu, Haoyu Yan, Zhirui Liu, Kaiyang Ji, Tianxiang Gui, Ke Hu, Kangyi Chen, Yahao Fan, Mokai Pan

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

BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases

Lianggui Weng, Dandan Liu, Rong Zhu, Bolin Ding, Jingren Zhou

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

Comments 6 pages, 6 figures

CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning

Wenjie Li, Yujie Zhang, Haoran Sun, Yueqi Li, Fanrui Zhang, Mengzhe Xu, Victoria Borja Clausich, Sade Mellin, Renhao Yang, Chenrun Wang, Jethro Zih-Shuo Wang, Shiyi Yao, Gen Li, Yidong Xu, Hanyu Wang, Yilin Huang, Angela Lin Wang, Chen Shi, Yin Zhang, Jianan Guo, Luqi Yang, Renxuan Li, Yang Xu, Jiawei Liu, Yao Zhang, Lei Liu, Carlos Gutiérrez SanRomán, Lei Wang

机构 * College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院健康科学与技术学院） ； Shanghai Innovation Institute（上海创新研究院） ； Clinical Center for Sports Medicine, Department of Orthopaedics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院骨科临床中心） ； School of Basic Medical Sciences, Intelligent Medicine Institute, Fudan University（复旦大学基础医学学院） ； Department of Hematology, The First Affiliated Hospital, College of Medicine, Zhejiang University（浙江大学医学院第一附属医院血液科） ； MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, University of Science and Technology of China（中国科学技术大学脑启发智能感知与认知教育部重点实验室） ； Department of Public Health and Primary Care, University of Cambridge（剑桥大学公共卫生与初级保健学院） ； Department of Medicine, Faculty of Health Sciences, Universidad CEU Cardenal Herrera（CEU卡德纳尔-赫尔曼大学健康科学学院医学系） ； Faculty of Medicine, University of Helsinki（赫尔辛基大学医学院） ； X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院X-LANCE实验室） ； Department of Hepatobiliary Surgery, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院肿瘤医院肝胆外科） ； Department of Surgery, The Ohio State University Wexner Medical Center, The James Comprehensive Cancer Center（俄亥俄州立大学韦克斯纳医学中心外科部，詹姆斯综合癌症中心） ； Ningbo Institute of Technology, Beihang University（北航宁波理工学院） 纠错

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

3DGraphLLM: Combining Semantic Graphs and Large Language Models for 3D Scene Understanding

Tatiana Zemskova, Dmitry Yudin

机构 * AIRI ； MIPT（莫斯科国立普希金俄语学院） 纠错

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

Can Large Language Models Identify Materials from Radar Signals?

Jiangyou Zhu, Hongyu Deng, He Chen

机构 * The Chinese University of Hong Kong（香港中文大学） 纠错

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

Interpreting Multi-band Galaxy Observations with Large Language Model-Based Agents

Zechang Sun, Yuan-Sen Ting, Yaobo Liang, Nan Duan, Song Huang, Zheng Cai

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

Comments Accepted at the NIPS ML4PS Workshop 2024. The journal version is in preparation. Code and data will be fully made public following the journal publication. We welcome any comments and feedback

iPLAN: Redefining Indoor Wireless Network Planning Through Large Language Models

Jinbo Hou, Stefanos Bakirtzis, Kehai Qiu, Sichong Liao, Hui Song, Haonan Hu, Kezhi Wang, Jie Zhang

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

Evaluating Generated Commit Messages with Large Language Models

Qunhong Zeng, Yuxia Zhang, Zexiong Ma, Bo Jiang, Ningyuan Sun, Klaas-Jan Stol, Xingyu Mou, Hui Liu

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

Integrating External Tools with Large Language Models to Improve Accuracy

Nripesh Niketan, Hadj Batatia

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

Comments 9 pages, 3 figures, 2 tables. Extended version of paper published in Proceedings of International Conference on Information Technology and Applications, Springer Nature Singapore, 2025, pp. 409-421. This version includes additional experimental results comparing against GPT-4o, LLaMA-Large, Mistral-Large, and Phi-Large, expanded evaluation methodology, and enhanced analysis

Journal ref Proceedings of International Conference on Information Technology and Applications, Springer Nature Singapore, 2025, pp. 409-421

A Large Language Model for Chemistry and Retrosynthesis Predictions

Yueqing Zhang, Wentao Liu, Yan Zhang, Danyang Xiong, Jihang Zhai, Hao Hao, YuCheng Gu, HaiBo Yang, Shuanhu Gao, Lianrui Hu, Aimin Zhou, Xiao He

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

RCA Copilot: Transforming Network Data into Actionable Insights via Large Language Models

Alexander Shan, Jasleen Kaur, Rahul Singh, Tarun Banka, Raj Yavatkar, T. Sridhar

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

Comments 6 page, IEEE ICC 2025, Jun 8 12, 2025, Montreal, Canada

Misaligned from Within: Large Language Models Reproduce Our Double-Loop Learning Blindness

Tim Rogers, Ben Teehankee

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

Comments 21 pages

Repair Ingredients Are All You Need: Improving Large Language Model-Based Program Repair via Repair Ingredients Search

Jiayi Zhang, Kai Huang, Jian Zhang, Yang Liu, Chunyang Chen

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

Comments Accepted by ICSE 2026. Jiayi Zhang and Kai Huang contributed equally to this work

Unveiling Causal Reasoning in Large Language Models: Reality or Mirage?

Haoang Chi, He Li, Wenjing Yang, Feng Liu, Long Lan, Xiaoguang Ren, Tongliang Liu, Bo Han

机构 * Intelligent Game and Decision Lab（智能游戏与决策实验室） ； National University of Defense Technology（国防科技大学） ； University of Melbourne（墨尔本大学） ； University of Sydney（悉尼大学） ； Hong Kong Baptist University（香港 Baptist 大学） 纠错

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

Comments 24 pages, accepted at NeurIPS 2024

Journal ref Advances in Neural Information Processing Systems, 2024, 37: 96640-96670

LLMs can be Dangerous Reasoners: Analyzing-based Jailbreak Attack on Large Language Models

Shi Lin, Hongming Yang, Rongchang Li, Xun Wang, Changting Lin, Wenpeng Xing, Meng Han

机构 * Zhejiang Gongshang University（浙江工商大学） ； Zhejiang University（浙江大学） ； Binjiang Institute of Zhejiang University（浙江大学滨江研究院） 纠错

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

Large Language Model Empowered Design of Fluid Antenna Systems: Challenges, Frameworks, and Case Studies for 6G

Chao Wang, Kai-Kit Wong, Zan Li, Liang Jin, Chan-Byoung Chae

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

Comments 9 pages

Towards Action Hijacking of Large Language Model-based Agent

Yuyang Zhang, Kangjie Chen, Jiaxin Gao, Ronghao Cui, Run Wang, Lina Wang, Tianwei Zhang

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

Educators' Perceptions of Large Language Models as Tutors: Comparing Human and AI Tutors in a Blind Text-only Setting

Sankalan Pal Chowdhury, Terry Jingchen Zhang, Donya Rooein, Dirk Hovy, Tanja Käser, Mrinmaya Sachan

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

Comments Accepted to BEA@ACL 2025

Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models

Wentao Shi, Yiqing Shen

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