语言大模型 / LLM - arXivDaily 专题

2512.05853 2025-12-09 cs.CV 88%

VRSA: Jailbreaking Multimodal Large Language Models through Visual Reasoning Sequential Attack

通过视觉推理序列攻击对多模态大语言模型进行劫持

Shiji Zhao, Shukun Xiong, Yao Huang, Yan Jin, Zhenyu Wu, Jiyang Guan, Ranjie Duan, Jialing Tao, Hui Xue, Xingxing Wei

机构 * Alibaba Group（阿里巴巴集团）； Institute of Artificial Intelligence, Beihang University（北京航空航天大学人工智能研究院）

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

AI总结 VRSA通过视觉推理序列攻击方法，针对多模态大语言模型的视觉模态进行劫持，提升攻击成功率。

2509.16054 2025-12-08 cs.CV 88%

Language-Instructed Reasoning for Group Activity Detection via Multimodal Large Language Model

基于多模态大语言模型的语言引导推理用于群体活动检测

Jihua Peng, Qianxiong Xu, Yichen Liu, Chenxi Liu, Cheng Long, Rui Zhao, Ziyue Li

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

AI总结本文提出LIR-GAD框架，通过多模态大语言模型实现群体活动检测，引入活动标记和群体标记以提升语义理解和分类性能。

Comments This work is being incorporated into a larger study

2505.07984 2025-12-01 cs.CV 88%

SAMChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Small Scale Remote Sensing

SAMChat：引入链式推理和GRPO以增强小规模遥感遥感小语言模型

Aybora Koksal, A. Aydin Alatan

机构 * Center for the Image Analysis (OGAM) and Department of Electrical and Electronics Engineering of Middle East Technical University (METU)（图像分析中心（OGAM）和中东部技术大学（METU）电子与电气工程系）

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

AI总结 SAMChat通过引入链式推理和GRPO，专为遥感影像分析优化，实现了在开放描述和分类任务上的高精度表现。

Comments Accepted to Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS) Special Issue on Foundation and Large Vision Models for Remote Sensing. Code and dataset are available at https://github.com/aybora/SAMChat

2511.17681 2025-11-25 cs.CV 88%

Vision-Motion-Reference Alignment for Referring Multi-Object Tracking via Multi-Modal Large Language Models

基于多模态大语言模型的视觉-运动-参考对齐的指称多目标跟踪

Weiyi Lv, Ning Zhang, Hanyang Sun, Haoran Jiang, Kai Zhao, Jing Xiao, Dan Zeng

机构 * Shanghai University（上海大学）； PAII Inc.（PAII公司）

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

AI总结 VMRMOT通过多模态大语言模型实现视觉-运动-参考对齐，提升指称多目标跟踪的性能。

2509.13161 2025-11-21 cs.CV 88%

Enhancing Video Large Language Models with Structured Multi-Video Collaborative Reasoning

通过结构化多视频协作推理增强视频大语言模型

Zhihao He, Tianyao He, Yun Xu, Tieyuan Chen, Huabin Liu, Chaofan Gan, Zuxuan Wu, Weiyao Lin

机构 * Shanghai Jiao Tong University（上海交通大学）； Shanghai Innovation Institute（上海创新研究院）； Fudan University（复旦大学）

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

AI总结本文提出一种多视频协作框架，通过结构化视频表示和图融合模块提升视频大语言模型的推理能力。

2511.14762 2025-11-20 cs.DB 88%

Castle: Causal Cascade Updates in Relational Databases with Large Language Models

Yongye Su, Yucheng Zhang, Zeru Shi, Bruno Ribeiro, Elisa Bertino

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

2511.12371 2025-11-18 cs.CV 88%

Reasoning Text-to-Video Retrieval via Digital Twin Video Representations and Large Language Models

Yiqing Shen, Chenxiao Fan, Chenjia Li, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学）

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

2511.06483 2025-11-11 cs.SD 88%

SAR-LM: Symbolic Audio Reasoning with Large Language Models

Termeh Taheri, Yinghao Ma, Emmanouil Benetos

机构 * School of Electronic Engineering（电子工程学院）； Computer Science, Queen Mary University of London, London, United Kingdom（计算机科学，伦敦大学玛丽女王学院，伦敦，英国）

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

2503.18135 2025-11-11 cs.CV 88%

MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation

Jiaxin Huang, Runnan Chen, Ziwen Li, Zhengqing Gao, Xiao He, Yandong Guo, Mingming Gong, Tongliang Liu

机构 * MBZUAI ； The University of Sydney（悉尼大学）； The University of Melbourne（墨尔本大学）； AI2Robotic

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

Comments 10 pages, 3 figures

2510.11190 2025-11-07 cs.CV 88%

FlexAC: Towards Flexible Control of Associative Reasoning in Multimodal Large Language Models

Shengming Yuan, Xinyu Lyu, Shuailong Wang, Beitao Chen, Jingkuan Song, Lianli Gao

机构 * University of Electronic Science and Technology of China（电子科学与技术大学）； Southwestern University of Finance and Economics（西南财经大学）； Tongji University（同济大学）

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

Comments 19 pages, 11 figures. Accepted by the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

2511.01136 2025-11-04 cs.MA 88%

Credit Network Modeling and Analysis via Large Language Models

Enbo Sun, Yongzhao Wang, Hao Zhou

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

Comments 8 pages, 5 figures, 4 tables

2510.21111 2025-10-27 cs.CV 88%

PhysVLM-AVR: Active Visual Reasoning for Multimodal Large Language Models in Physical Environments

Weijie Zhou, Xuantang Xiong, Yi Peng, Manli Tao, Chaoyang Zhao, Honghui Dong, Ming Tang, Jinqiao Wang

机构 * Beijing Jiaotong University（北京交通大学）； Tencent Robotics X & Futian Laboratory, Shenzhen（腾讯机器人X及福田实验室，深圳）； Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences（基础模型研究中心，中国科学院自动化研究所）； ObjectEye Inc（ObjectEye公司）

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

Comments 39th Conference on Neural Information Processing Systemss (NeurIPS 2025)

2503.08508 2025-10-27 cs.RO 88%

LightPlanner: Unleashing the Reasoning Capabilities of Lightweight Large Language Models in Task Planning

Weijie Zhou, Manli Tao, Chaoyang Zhao, Honghui Dong, Ming Tang, Jinqiao Wang

机构 * School of Traffic and Transportation, Beijing Jiaotong University（交通与运输学院，北京交通大学）； Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences（基础模型研究中心，自动化研究所，中国科学院）

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

Comments The 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025)

2510.19451 2025-10-23 cs.CV cs.MM 88%

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学）； China University of Petroleum (East China)（中国石油大学（华东））

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

Comments Accepted by ACM Multimedia 2025

2412.13013 2025-10-23 econ.GN q-fin.EC 88%

The Emergence of Strategic Reasoning of Large Language Models

Gavin Kader, Dongwoo Lee

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

2411.18142 2025-10-07 cs.CV 88%

Autonomous Imagination: Closed-Loop Decomposition of Visual-to-Textual Conversion in Visual Reasoning for Multimodal Large Language Models

Jingming Liu, Yumeng Li, Boyuan Xiao, Yichang Jian, Ziang Qin, Tianjia Shao, Yao-Xiang Ding, Kun Zhou

机构 * State Key Laboratory of CAD&CG（计算机辅助设计与图形学国家重点实验室）

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

Comments Published in TMLR

2509.21854 2025-09-29 cs.MM cs.CV 88%

Perception-Consistency Multimodal Large Language Models Reasoning via Caption-Regularized Policy Optimization

Songjun Tu, Qichao Zhang, Jingbo Sun, Yuqian Fu, Linjing Li, Xiangyuan Lan, Dongmei Jiang, Yaowei Wang, Dongbin Zhao

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院）； Pengcheng Laboratory（鹏城实验室）； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳））

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

Comments 12pages, 11 figures

2509.21821 2025-09-29 cs.CR 88%

SoK: Potentials and Challenges of Large Language Models for Reverse Engineering

Xinyu Hu, Zhiwei Fu, Shaocong Xie, Steven H. H. Ding, Philippe Charland

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

2509.19841 2025-09-25 cs.CV 88%

ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection

Tai-Ming Huang, Wei-Tung Lin, Kai-Lung Hua, Wen-Huang Cheng, Junichi Yamagishi, Jun-Cheng Chen

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

2509.00570 2025-09-03 cs.RO 88%

ConceptBot: Enhancing Robot's Autonomy through Task Decomposition with Large Language Models and Knowledge Graph

Alessandro Leanza, Angelo Moroncelli, Giuseppe Vizzari, Francesco Braghin, Loris Roveda, Blerina Spahiu

机构 * Department of Innovative Technologies (DTI), Dalle Molle Institute for Artificial Intelligence (IDSIA), University of Applied Sciences（创新技术部门（DTI）、达摩迪人工智能研究所（IDSIA）、应用科学与艺术大学）； Department of Mechanical Engineering, Politecnico di Milano（机械工程部门、米兰理工学院）

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

2412.08516 2025-08-28 cs.IR 88%

SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems

Pengyue Jia, Zhaocheng Du, Yichao Wang, Xiangyu Zhao, Xiaopeng Li, Yuhao Wang, Qidong Liu, Huifeng Guo, Ruiming Tang

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

Comments Accepted to CIKM'25

2508.11433 2025-08-27 cs.CV 88%

MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation

Qian Liang, Yujia Wu, Kuncheng Li, Jiwei Wei, Shiyuan He, Jinyu Guo, Ning Xie

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

2412.06910 2025-08-21 physics.ed-ph 88%

Using Large Language Models to Assign Partial Credit to Students' Explanations of Problem-Solving Process: Grade at Human Level Accuracy with Grading Confidence Index and Personalized Student-facing Feedback

Zhongzhou Chen, Tong Wan

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

Journal ref Physical Review Physics Education Research, 21(1), 010126 (2025)

2506.23009 2025-08-15 cs.CV 88%

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Jian Chen, Wenye Ma, Penghang Liu, Wei Wang, Tengwei Song, Ming Li, Chenguang Wang, Jiayu Qin, Ruiyi Zhang, Changyou Chen

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

Comments Under Review

2508.02757 2025-08-13 cs.MA cs.GT cs.RO 88%

Frequency Point Game Environment for UAVs via Expert Knowledge and Large Language Model

Jingpu Yang, Hang Zhang, Fengxian Ji, Yufeng Wang, Mingjie Wang, Yizhe Luo, Wenrui Ding

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

2508.06009 2025-08-11 cs.CV 88%

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models

Jun Feng, Zixin Wang, Zhentao Zhang, Yue Guo, Zhihan Zhou, Xiuyi Chen, Zhenyang Li, Dawei Yin

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

Comments 29 pages, 16 figures

2505.19015 2025-08-11 cs.CV cs.MM 88%

Can Multimodal Large Language Models Understand Spatial Relations?

Jingping Liu, Ziyan Liu, Zhedong Cen, Yan Zhou, Yinan Zou, Weiyan Zhang, Haiyun Jiang, Tong Ruan

机构 * School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China（信息科学与工程学院，东华大学，上海，中国）； School of Computer Science, Fudan University, Shanghai, China（计算机科学学院，复旦大学，上海，中国）

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

Comments 13 pages, 7 figures, published to ACL 2025

Journal ref In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 620-632, 2025, Vienna, Austria

2508.05167 2025-08-08 cs.CV 88%

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems

Qi Guo, Xiaojun Jia, Shanmin Pang, Simeng Qin, Lin Wang, Ju Jia, Yang Liu, Qing Guo

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

2503.14939 2025-08-01 cs.CV 88%

VisNumBench: Evaluating Number Sense of Multimodal Large Language Models

Tengjin Weng, Jingyi Wang, Wenhao Jiang, Zhong Ming

机构 * College of Computer Science and Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院）； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东省人工智能与数字经济发展实验室）； Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际 Graduate School）； Shenzhen Technology University（深圳技术大学）

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

Comments accepted by ICCV 2025

2309.14945 2025-07-30 cs.RO 88%

Integration of Large Language Models within Cognitive Architectures for Autonomous Robots

Miguel Á. González-Santamarta, Irene González-Fernández, Francisco J. Rodríguez-Lera, Ángel Manuel Guerrero-Higueras, Vicente Matellán-Olivera

机构 * University of León（莱昂大学）

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

Comments 9 pages, 6 figures, 2 tables, Submitted to ROBOT 2025 (8th Iberian Robotics Conference)

1. 推理与问题求解 18875 篇

VRSA: Jailbreaking Multimodal Large Language Models through Visual Reasoning Sequential Attack

Language-Instructed Reasoning for Group Activity Detection via Multimodal Large Language Model

SAMChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Small Scale Remote Sensing

Vision-Motion-Reference Alignment for Referring Multi-Object Tracking via Multi-Modal Large Language Models

Enhancing Video Large Language Models with Structured Multi-Video Collaborative Reasoning

Castle: Causal Cascade Updates in Relational Databases with Large Language Models

Reasoning Text-to-Video Retrieval via Digital Twin Video Representations and Large Language Models

SAR-LM: Symbolic Audio Reasoning with Large Language Models

MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation

FlexAC: Towards Flexible Control of Associative Reasoning in Multimodal Large Language Models

Credit Network Modeling and Analysis via Large Language Models

PhysVLM-AVR: Active Visual Reasoning for Multimodal Large Language Models in Physical Environments

LightPlanner: Unleashing the Reasoning Capabilities of Lightweight Large Language Models in Task Planning

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

The Emergence of Strategic Reasoning of Large Language Models

Autonomous Imagination: Closed-Loop Decomposition of Visual-to-Textual Conversion in Visual Reasoning for Multimodal Large Language Models

Perception-Consistency Multimodal Large Language Models Reasoning via Caption-Regularized Policy Optimization

SoK: Potentials and Challenges of Large Language Models for Reverse Engineering

ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection

ConceptBot: Enhancing Robot's Autonomy through Task Decomposition with Large Language Models and Knowledge Graph

SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems

MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation

Using Large Language Models to Assign Partial Credit to Students' Explanations of Problem-Solving Process: Grade at Human Level Accuracy with Grading Confidence Index and Personalized Student-facing Feedback

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Frequency Point Game Environment for UAVs via Expert Knowledge and Large Language Model

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models

Can Multimodal Large Language Models Understand Spatial Relations?

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems

VisNumBench: Evaluating Number Sense of Multimodal Large Language Models

Integration of Large Language Models within Cognitive Architectures for Autonomous Robots