语言大模型 / LLM - arXivDaily 专题

2509.17338 2025-09-23 cs.SE 78%

SLICET5: Static Program Slicing using Language Models with Copy Mechanism and Constrained Decoding

Pengfei He, Shaowei Wang, Tse-Hsun Chen

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

Comments 3 tables, 6 Figures, 12 pages

2509.16805 2025-09-23 cs.CV 78%

Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models

Md. Atabuzzaman, Ali Asgarov, Chris Thomas

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

Comments Accepted to EMNLP 2025 (Main Conference)

2509.15654 2025-09-23 cs.SD eess.AS 78%

EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition

Pengcheng Li, Botao Zhao, Zuheng Kang, Junqing Peng, Xiaoyang Qu, Yayun He, Jianzong Wang

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

Comments Accepted by the Findings of 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP Findings 2025)

2505.12570 2025-09-23 cs.IR 78%

Batched Self-Consistency Improves LLM Relevance Assessment and Ranking

Anton Korikov, Pan Du, Scott Sanner, Navid Rekabsaz

专题命中推理与问题求解：LLM(title,abstract)

2509.15772 2025-09-22 cs.CV 78%

Vision-Language Models as Differentiable Semantic and Spatial Rewards for Text-to-3D Generation

Weimin Bai, Yubo Li, Weijian Luo, Wenzheng Chen, He Sun

机构 * Peking University（北京大学）； Xiaohongshu Inc（小红书公司）

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

2505.03725 2025-09-18 cs.RO 78%

Meta-Optimization and Program Search using Language Models for Task and Motion Planning

Denis Shcherba, Eckart Cobo-Briesewitz, Cornelius V. Braun, Marc Toussaint

机构 * TU Berlin（柏林技术大学）

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

Comments 8 pages main text, 11 pages appendix, accepted at the 9th Annual Conference on Robot Learning (CoRL 2025)

2509.11420 2025-09-16 q-fin.TR cs.AI cs.CE cs.CL cs.LG 78%

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Yijia Xiao, Edward Sun, Tong Chen, Fang Wu, Di Luo, Wei Wang

专题命中推理与问题求解：LLM(title)；分类 cs.CL、cs.AI、cs.LG

Comments Tauric Research: https://github.com/TauricResearch

2409.03521 2025-09-11 cs.CV 78%

Have Large Vision-Language Models Mastered Art History?

Ombretta Strafforello, Derya Soydaner, Michiel Willems, Anne-Sofie Maerten, Stefanie De Winter

机构 * KU Leuven（库勒韦恩大学）； Leiden University（莱顿大学）

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

2506.13905 2025-09-10 cs.AR 78%

Spec2RTL-Agent: Automated Hardware Code Generation from Complex Specifications Using LLM Agent Systems

Zhongzhi Yu, Mingjie Liu, Michael Zimmer, Yingyan Celine Lin, Yong Liu, Haoxing Ren

专题命中推理与问题求解：LLM(title,abstract)

2509.00483 2025-09-03 cs.CV 78%

Exploring Decision-Making Capabilities of LLM Agents: An Experimental Study on Jump-Jump Game

Juwu Li

机构 * Jiangxi Teachers College（江西教师学院）

专题命中推理与问题求解：LLM(title,abstract)

2508.12404 2025-08-19 cs.CV 78%

LMAD: Integrated End-to-End Vision-Language Model for Explainable Autonomous Driving

Nan Song, Bozhou Zhang, Xiatian Zhu, Jiankang Deng, Li Zhang

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

Comments 7 pages, 4 figures,

2508.12400 2025-08-19 cs.CV 78%

MPCAR: Multi-Perspective Contextual Augmentation for Enhanced Visual Reasoning in Large Vision-Language Models

Amirul Rahman, Qiang Xu, Xueying Huang

机构 * University of Malaya（马来大学）

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

2508.06801 2025-08-19 cs.HC 78%

Understanding Pedestrian Gesture Misrecognition: Insights from Vision-Language Model Reasoning

Tram Thi Minh Tran, Xinyan Yu, Callum Parker, Julie Stephany Berrio Perez, Stewart Worrall, Martin Tomitsch

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

2508.11918 2025-08-19 cs.RO 78%

ExploreVLM: Closed-Loop Robot Exploration Task Planning with Vision-Language Models

Zhichen Lou, Kechun Xu, Zhongxiang Zhou, Rong Xiong

机构 * State Key Laboratory of Industrial Control Technology（工业控制技术国家重点实验室）； Institute of Cyber-Systems and Control（网络系统与控制研究所）； Zhejiang University（浙江大学）； Zhejiang Humanoid Robot Innovation Center Co., Ltd.（浙江人形机器人创新中心有限公司）

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

2508.11067 2025-08-18 cs.CY 78%

Bias is a Math Problem, AI Bias is a Technical Problem: 10-year Literature Review of AI/LLM Bias Research Reveals Narrow [Gender-Centric] Conceptions of 'Bias', and Academia-Industry Gap

Sourojit Ghosh, Kyra Wilson

专题命中推理与问题求解：LLM(title,abstract)

Comments Upcoming Publication, AIES 2025

2508.10770 2025-08-15 cs.CV 78%

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

Tiancheng Han, Yunfei Gao, Yong Li, Wuzhou Yu, Qiaosheng Zhang, Wenqi Shao

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

Comments 9 pages, 6 figures

2503.08372 2025-08-14 cs.RO 78%

MetaFold: Language-Guided Multi-Category Garment Folding Framework via Trajectory Generation and Foundation Model

Haonan Chen, Junxiao Li, Ruihai Wu, Yiwei Liu, Yiwen Hou, Zhixuan Xu, Jingxiang Guo, Chongkai Gao, Zhenyu Wei, Shensi Xu, Jiaqi Huang, Lin Shao

机构 * School of Computing, National University of Singapore（新加坡国立大学计算机学院）； NUS Guangzhou Research Translation and Innovation Institute（新加坡国立大学广州翻译与创新研究院）； School of Computer Science, Nanjing University（南京大学计算机学院）； School of Computer Science, Peking University（北京大学计算机学院）； School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University（上海交通大学电子信息与电气工程学院）

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

2502.00048 2025-08-11 cs.LG cs.AI cs.CL 78%

Contextually Entangled Gradient Mapping for Optimized LLM Comprehension

Colin Sisate, Alistair Goldfinch, Vincent Waterstone, Sebastian Kingsley, Mariana Blackthorn

专题命中推理与问题求解：LLM(title)；分类 cs.CL、cs.AI、cs.LG

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

2505.06474 2025-08-01 physics.ao-ph 78%

Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere

Noah D. Brenowitz, Tao Ge, Akshay Subramaniam, Peter Manshausen, Aayush Gupta, David M. Hall, Morteza Mardani, Arash Vahdat, Karthik Kashinath, Michael S. Pritchard

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

2409.15135 2025-08-01 cs.RO 78%

Controllable Traffic Simulation through LLM-Guided Hierarchical Reasoning and Refinement

Zhiyuan Liu, Leheng Li, Yuning Wang, Haotian Lin, Hao Cheng, Zhizhe Liu, Lei He, Jianqiang Wang

机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动学院）； Artificial Intelligence Thrust, The Hong Kong University of Science and Technology (Guangzhou)（香港理工大学（广州）人工智能研究部）； School of Computer Science, Carnegie Mellon University（卡内基梅隆大学计算机科学学院）； Department of Computer Sciences, University of Wisconsin-Madison（威斯康星大学麦迪逊分校计算机科学系）

专题命中推理与问题求解：LLM(title,abstract)

Comments Accepted by IROS 2025

2506.12447 2025-07-31 cs.CV 78%

CLIP-HandID: Vision-Language Model for Hand-Based Person Identification

Nathanael L. Baisa, Babu Pallam, Amudhavel Jayavel

机构 * School of Computer Science（计算机科学学院）； Informatics De Montfort University（信息学德蒙特福特大学）

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

2507.18276 2025-07-25 cs.RO cs.CV 78%

Adaptive Articulated Object Manipulation On The Fly with Foundation Model Reasoning and Part Grounding

Xiaojie Zhang, Yuanfei Wang, Ruihai Wu, Kunqi Xu, Yu Li, Liuyu Xiang, Hao Dong, Zhaofeng He

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）； School of Computer Science, Peking University（北京大学计算机学院）； School of EECS, Peking University（北京大学电子工程学院）

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

Comments ICCV 2025

2507.18165 2025-07-25 cs.HC 78%

ProactiveVA: Proactive Visual Analytics with LLM-Based UI Agent

Yuheng Zhao, Xueli Shu, Liwen Fan, Lin Gao, Yu Zhang, Siming Chen

专题命中推理与问题求解：LLM(title,abstract)

Comments 11 pages, 8 figures

2507.15782 2025-07-22 cs.RO 78%

Interleaved LLM and Motion Planning for Generalized Multi-Object Collection in Large Scene Graphs

Ruochu Yang, Yu Zhou, Fumin Zhang, Mengxue Hou

机构 * School of Electrical and Computer Engineering, Georgia Institute of Technology（佐治亚理工学院电气与计算机工程学院）； School of Electrical Engineering, Notre Dame University（诺特难大学电气工程学院）； Department of Electrical and Computer Engineering, Department of Mechanical and Aerospace Engineering, The Hong Kong University of Science and Technology（香港科学与技术大学电气与计算机工程系、机械与航空航天工程系）

专题命中推理与问题求解：LLM(title,abstract)

2507.15241 2025-07-22 cs.SE 78%

FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents

Vikram Nitin, Baishakhi Ray, Roshanak Zilouchian Moghaddam

专题命中推理与问题求解：LLM(title,abstract)

2507.13974 2025-07-21 eess.IV cs.CV q-bio.QM 78%

Leveraging Pathology Foundation Models for Panoptic Segmentation of Melanoma in H&E Images

Jiaqi Lv, Yijie Zhu, Carmen Guadalupe Colin Tenorio, Brinder Singh Chohan, Mark Eastwood, Shan E Ahmed Raza

机构 * Tissue Image Analytics Centre, Department of Computer Science, University of Warwick, Coventry, United Kingdom（威斯敏斯特大学计算机科学系病理图像分析中心）； University Hospitals of Derby and Burton NHS Foundation Trust, United Kingdom（德比和伯顿国家健康服务基金会医院）； Department of Pathophysiology and Allergy Research, Center for Pathophysiology, Infectiology and Immunology, Medical University of Vienna, Austria（维也纳医学大学病理学与过敏研究系）； TissueGnostics GmbH, Vienna, Austria（维也纳TissueGnostics公司）

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

Comments Accepted by MIUA 2025

2507.13812 2025-07-21 cs.CV 78%

SkySense V2: A Unified Foundation Model for Multi-modal Remote Sensing

Yingying Zhang, Lixiang Ru, Kang Wu, Lei Yu, Lei Liang, Yansheng Li, Jingdong Chen

机构 * Ant Group（蚂蚁集团）； Wuhan University（武汉大学）

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

Comments Accepted by ICCV25

2502.05843 2025-07-17 cs.CV 78%

From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning

Yuhui Zeng, Haoxiang Wu, Wenjie Nie, Xiawu Zheng, Guangyao Chen, Yunhang Shen, Jun Peng, Yonghong Tian, Rongrong Ji

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University（中国教育部多媒体可信感知与高效计算重点实验室，厦门大学）； Peking University（北京大学）； Tencent Youtu Lab（腾讯优图实验室）

专题命中推理与问题求解：LLM(title,abstract)

Comments 10 pages, 5 figures

2507.10338 2025-07-15 cs.SE cs.AR cs.LO 78%

AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction

Enyuan Tian, Yiwei Ci, Qiusong Yang, Yufeng Li, Zhichao Lyu

专题命中推理与问题求解：LLM(title)；prompting(abstract)

Comments 7 pages, 3 figures

2507.09491 2025-07-15 cs.CV 78%

GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them?

Yiyang Zhou, Linjie Li, Shi Qiu, Zhengyuan Yang, Yuyang Zhao, Siwei Han, Yangfan He, Kangqi Li, Haonian Ji, Zihao Zhao, Haibo Tong, Lijuan Wang, Huaxiu Yao

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

Comments 15 pages, 10 figures

1. 推理与问题求解 19037 篇

SLICET5: Static Program Slicing using Language Models with Copy Mechanism and Constrained Decoding

Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models

EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition

Batched Self-Consistency Improves LLM Relevance Assessment and Ranking

Vision-Language Models as Differentiable Semantic and Spatial Rewards for Text-to-3D Generation

Meta-Optimization and Program Search using Language Models for Task and Motion Planning

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Have Large Vision-Language Models Mastered Art History?

Spec2RTL-Agent: Automated Hardware Code Generation from Complex Specifications Using LLM Agent Systems

Exploring Decision-Making Capabilities of LLM Agents: An Experimental Study on Jump-Jump Game

LMAD: Integrated End-to-End Vision-Language Model for Explainable Autonomous Driving

MPCAR: Multi-Perspective Contextual Augmentation for Enhanced Visual Reasoning in Large Vision-Language Models

Understanding Pedestrian Gesture Misrecognition: Insights from Vision-Language Model Reasoning

ExploreVLM: Closed-Loop Robot Exploration Task Planning with Vision-Language Models

Bias is a Math Problem, AI Bias is a Technical Problem: 10-year Literature Review of AI/LLM Bias Research Reveals Narrow [Gender-Centric] Conceptions of 'Bias', and Academia-Industry Gap

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

MetaFold: Language-Guided Multi-Category Garment Folding Framework via Trajectory Generation and Foundation Model

Contextually Entangled Gradient Mapping for Optimized LLM Comprehension

Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere

Controllable Traffic Simulation through LLM-Guided Hierarchical Reasoning and Refinement

CLIP-HandID: Vision-Language Model for Hand-Based Person Identification

Adaptive Articulated Object Manipulation On The Fly with Foundation Model Reasoning and Part Grounding

ProactiveVA: Proactive Visual Analytics with LLM-Based UI Agent

Interleaved LLM and Motion Planning for Generalized Multi-Object Collection in Large Scene Graphs

FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents

Leveraging Pathology Foundation Models for Panoptic Segmentation of Melanoma in H&E Images

SkySense V2: A Unified Foundation Model for Multi-modal Remote Sensing

From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning

AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction

GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them?