语言大模型 / LLM - arXivDaily 专题

2510.20859 2025-10-27 q-bio.NC 82%

Vision-language models learn the geometry of human perceptual space

Craig Sanders, Billy Dickson, Sahaj Singh Maini, Robert Nosofsky, Zoran Tiganj

专题命中领域大模型：language model(title,abstract)；foundation model(abstract)

2510.20639 2025-10-24 cs.CV 82%

Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging

Ibrahim Ethem Hamamci, Sezgin Er, Suprosanna Shit, Hadrien Reynaud, Dong Yang, Pengfei Guo, Marc Edgar, Daguang Xu, Bernhard Kainz, Bjoern Menze

机构 * University of Zurich（苏黎世大学）； NVIDIA ； Imperial College London（伦敦帝国理工学院）； FAU Erlangen-Nürnberg（埃尔朗根-纽伦堡大学）

专题命中领域大模型：language model(title,abstract)；pretraining(abstract)

Comments NeurIPS 2025

2510.15866 2025-10-20 cs.CV cs.NE 82%

BiomedXPro: Prompt Optimization for Explainable Diagnosis with Biomedical Vision Language Models

Kaushitha Silva, Mansitha Eashwara, Sanduni Ubayasiri, Ruwan Tennakoon, Damayanthi Herath

机构 * University of Peradeniya（珀德尼亚大学）； RMIT University（皇家墨尔本理工大学）

专题命中领域大模型：language model(title,abstract)；large language model(abstract)

Comments 10 Pages + 15 Supplementary Material Pages, 5 figures

2509.02379 2025-10-16 cs.CV 82%

MedDINOv3: How to adapt vision foundation models for medical image segmentation?

Yuheng Li, Yizhou Wu, Yuxiang Lai, Mingzhe Hu, Xiaofeng Yang

机构 * Georgia Institute of Technology（佐治亚理工学院）； Emory University（埃默里大学）； Emory University School of Medicine（埃默里大学医学院）

专题命中领域大模型：foundation model(title,abstract)；pretraining(abstract)

2510.04749 2025-10-07 cs.DL 82%

LLM-Based Information Extraction to Support Scientific Literature Research and Publication Workflows

Samy Ateia, Udo Kruschwitz, Melanie Scholz, Agnes Koschmider, Moayad Almohaishi

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments This PDF is the author-prepared camera-ready version corresponding to the accepted manuscript and supersedes the submitted version that was inadvertently published as the version of record

Journal ref New Trends in Theory and Practice of Digital Libraries. TPDL 2025. Communications in Computer and Information Science, vol 2694. pp 90-99

2510.03930 2025-10-07 cs.LG cs.AI cs.CL 82%

LLM Chemistry Estimation for Multi-LLM Recommendation

Huascar Sanchez, Briland Hitaj

机构 * Computer Science Laboratory（计算机科学实验室）； SRI International（SRI国际）

专题命中领域大模型：LLM(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 20 pages, 5 figures, 5 tables

2506.03691 2025-10-07 cs.SE 82%

LogSage: An LLM-Based Framework for CI/CD Failure Detection and Remediation with Industrial Validation

Weiyuan Xu, Juntao Luo, Tao Huang, Kaixin Sui, Jie Geng, Qijun Ma, Isami Akasaka, Xiaoxue Shi, Jing Tang, Peng Cai

专题命中领域大模型：LLM(title,abstract)；prompting(abstract)

Comments 12 pages, 8 figures

2510.02047 2025-10-03 math.OC cs.CE cs.SY eess.SY 82%

LLM-Enhanced, Data-Driven Personalized and Equitable Clinician Scheduling: A Predict-then-Optimize Approach

Anjali Jha, Wanqing Chen, Maxim Eckmann, Ian Stockwell, Jianwu Wang, Kai Sun

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments 10 pages, 5 figures, Accepted to IEEE ICDM 2025 Workshops Proceedings; IEEE Computer Society Press

2509.22560 2025-09-29 cs.CY 82%

LLM-Augmented and Fair Machine Learning Framework for University Admission Prediction

Mohammad Abbadi, Yassine Himeur, Shadi Atalla, Dahlia Mansoor, Wathiq Mansoor

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments The 9th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)

2506.08283 2025-09-23 cs.IR 82%

Serendipitous Recommendation with Multimodal LLM

Haoting Wang, Jianling Wang, Hao Li, Fangjun Yi, Mengyu Fu, Youwei Zhang, Yifan Liu, Liang Liu, Minmin Chen, Ed H. Chi, Lichan Hong, Haokai Lu

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments Accepted by 2025 Recsys EARL Workshop

2509.15226 2025-09-19 cs.CV 82%

Calibration-Aware Prompt Learning for Medical Vision-Language Models

Abhishek Basu, Fahad Shamshad, Ashshak Sharifdeen, Karthik Nandakumar, Muhammad Haris Khan

机构 * Department of Computer Vision, Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)（计算机视觉系，Mohamed bin Zayed人工智能大学）； Department of Computer Science and Engineering, Michigan State University (MSU)（计算机科学与工程系，密歇根州立大学）

专题命中领域大模型：language model(title,abstract)；pretraining(abstract)

Comments Accepted in BMVC 2025

2509.13785 2025-09-18 eess.AS cs.SD 82%

Summary on The Multilingual Conversational Speech Language Model Challenge: Datasets, Tasks, Baselines, and Methods

Bingshen Mu, Pengcheng Guo, Zhaokai Sun, Shuai Wang, Hexin Liu, Mingchen Shao, Lei Xie, Eng Siong Chng, Longshuai Xiao, Qiangze Feng, Daliang Wang

机构 * School of Intelligence Science and Technology, Nanjing University（智能科学与技术学院，南京大学）； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）； Huawei Technologies, China（华为技术有限公司）； Nexdata Technology Inc., USA（Nexdata技术公司）

专题命中领域大模型：language model(title,abstract)；SLM(abstract)

2506.19579 2025-09-17 cs.RO cs.AI cs.CL cs.CV cs.LG 82%

Evaluating the Robustness of Open-Source Vision-Language Models to Domain Shift in Object Captioning

Federico Tavella, Amber Drinkwater, Angelo Cangelosi

机构 * Centre for Robotic Autonomy in Demanding and Long-lasting Environments（机器人自主性在恶劣和持久环境中的研究中心）； Centre for Robotics and AI（机器人与人工智能中心）； University of Manchester（曼彻斯特大学）； Amentum Clean Energy Ltd（Amentum清洁能源有限公司）

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2509.12283 2025-09-17 cs.CY 82%

Prompting the Professoriate: A Qualitative Study of Instructor Perspectives on LLMs in Data Science Education

Ana Elisa Lopez-Miranda, Tiffany Timbers, Rohan Alexander

专题命中领域大模型：prompting(title)；large language model(abstract)；language model(abstract)

Comments 45 pages, 16 figures, 1 table

2509.05591 2025-09-09 cs.SI 82%

Language Model Perplexity Predicts Scientific Surprise and Transformative Impact

Zhen Zhang, James Evans

专题命中领域大模型：language model(title,abstract)；large language model(abstract)

2508.07210 2025-09-01 cs.IR 82%

Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation

Chenke Yin, Li Fan, Jia Wang, Dongxiao Hu, Haichao Zhang, Chong Zhang, Yang Xiang

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments Accepted by APWeb 2025

2508.09952 2025-08-14 cs.CL cs.AI cs.LG 82%

Specialised or Generic? Tokenization Choices for Radiology Language Models

Hermione Warr, Wentian Xu, Harry Anthony, Yasin Ibrahim, Daniel McGowan, Konstantinos Kamnitsas

机构 * Department of Engineering Science, University of Oxford, Oxford, UK（牛津大学工程科学系）； Department of Oncology, University of Oxford, UK（牛津大学肿瘤学系）； Department of Medical Physics and Clinical Engineering, Oxford University Hospitals NHS FT, Oxford, UK（牛津大学医院医学物理与临床工程系）； Department of Computing, Imperial College London, London, UK（伦敦帝国理工学院计算机系）； School of Computer Science, University of Birmingham, Birmingham, UK（伯明翰大学计算机科学学院）

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to ELAMI@MICCAI2025

2507.15409 2025-08-14 math.NA cs.NA 82%

PDEformer-2: A Versatile Foundation Model for Two-Dimensional Partial Differential Equations

Zhanhong Ye, Zining Liu, Bingyang Wu, Hongjie Jiang, Leheng Chen, Minyan Zhang, Xiang Huang, Qinghe Meng. Jingyuan Zou, Hongsheng Liu, Bin Dong

专题命中领域大模型：foundation model(title,abstract)；pretraining(abstract)

2506.03699 2025-08-12 cs.IR 82%

Scaling Transformers for Discriminative Recommendation via Generative Pretraining

Chunqi Wang, Bingchao Wu, Zheng Chen, Lei Shen, Bing Wang, Xiaoyi Zeng

专题命中领域大模型：pretraining(title)；large language model(abstract)；language model(abstract)

Comments KDD'25

2508.06479 2025-08-11 cs.CY 82%

The Problem of Atypicality in LLM-Powered Psychiatry

Bosco Garcia, Eugene Y. S. Chua, Harman Singh Brah

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments Preprint of 8/8/2025 -- please cite published version. This article has been published in the Journal of Medical Ethics (2025) following peer review and can also be viewed on the journal's website at 10.1136/jme-2025-110972

2508.03511 2025-08-06 cs.CV 82%

MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image Segmentation

Yazhou Zhu, Haofeng Zhang

机构 * School of Computer Science（计算机科学学院）； Nanjing University of Science（南京理工大学）

专题命中领域大模型：prompting(title,abstract)；foundation model(abstract)

Comments Accepted by MICCAI 2025

2508.03094 2025-08-06 cs.CV 82%

Augmenting Continual Learning of Diseases with LLM-Generated Visual Concepts

Jiantao Tan, Peixian Ma, Kanghao Chen, Zhiming Dai, Ruixuan Wang

机构 * Sun Yat-sen University（中山大学）； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））； Peng Cheng Laboratory（鹏城实验室）； Key Laboratory of Machine Intelligence and Advanced Computing, MOE（教育部机器智能与先进计算重点实验室）

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

2507.23410 2025-08-01 cs.IR 82%

Towards LLM-Enhanced Product Line Scoping

Alexander Felfernig, Damian Garber, Viet-Man Le, Sebastian Lubos, Thi Ngoc Trang Tran

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

2507.04735 2025-07-08 cs.CV 82%

An analysis of vision-language models for fabric retrieval

Francesco Giuliari, Asif Khan Pattan, Mohamed Lamine Mekhalfi, Fabio Poiesi

机构 * Fondazione Bruno Kessler（布雷诺-科塞勒基金会）

专题命中领域大模型：language model(title,abstract)；large language model(abstract)

Comments Accepted at Ital-IA 2025

2507.02869 2025-07-08 cs.HC 82%

Zara: An LLM-based Candidate Interview Feedback System

Nima Yazdani, Aruj Mahajan, Ali Ansari

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments 11 pages, 8 figures

2506.21607 2025-06-30 cs.CL cs.AI cs.LG 82%

CORE-KG: An LLM-Driven Knowledge Graph Construction Framework for Human Smuggling Networks

Dipak Meher, Carlotta Domeniconi, Guadalupe Correa-Cabrera

机构 * George Mason University（乔治·马歇尔大学）

专题命中领域大模型：LLM(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2506.19658 2025-06-25 cs.CV 82%

SAM2-SGP: Enhancing SAM2 for Medical Image Segmentation via Support-Set Guided Prompting

Yang Xing, Jiong Wu, Yuheng Bu, Kuang Gong

机构 * J. Crayton Pruitt Family Department of Biomedical Engineering University of Florida ； Department of Electrical \& Computer Engineering University of Florida

专题命中领域大模型：prompting(title,abstract)；foundation model(abstract)

2506.18378 2025-06-24 eess.IV cs.CV 82%

Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review

Haoneng Lin, Cheng Xu, Jing Qin

机构 * Center of Smart Health, Hong Kong Polytechnic University, Hong Kong, China（智能健康中心，香港理工大学，中国）

专题命中领域大模型：language model(title,abstract)；pretraining(abstract)

Comments 34 pages

2406.17132 2025-06-24 cs.AR 82%

LLM-Aided Testbench Generation and Bug Detection for Finite-State Machines

Jitendra Bhandari, Johann Knechtel, Ramesh Narayanaswamy, Siddharth Garg, Ramesh Karri

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

2506.06336 2025-06-10 cs.IR 82%

Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models

Qingyi Lu, Haotian Lyu, Jiayun Zheng, Yang Wang, Li Zhang, Chengrui Zhou

专题命中领域大模型：language model(title,abstract)；LLM(abstract)

1. 领域大模型 12597 篇

Vision-language models learn the geometry of human perceptual space

Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging

BiomedXPro: Prompt Optimization for Explainable Diagnosis with Biomedical Vision Language Models

MedDINOv3: How to adapt vision foundation models for medical image segmentation?

LLM-Based Information Extraction to Support Scientific Literature Research and Publication Workflows

LLM Chemistry Estimation for Multi-LLM Recommendation

LogSage: An LLM-Based Framework for CI/CD Failure Detection and Remediation with Industrial Validation

LLM-Enhanced, Data-Driven Personalized and Equitable Clinician Scheduling: A Predict-then-Optimize Approach

LLM-Augmented and Fair Machine Learning Framework for University Admission Prediction

Serendipitous Recommendation with Multimodal LLM

Calibration-Aware Prompt Learning for Medical Vision-Language Models

Summary on The Multilingual Conversational Speech Language Model Challenge: Datasets, Tasks, Baselines, and Methods

Evaluating the Robustness of Open-Source Vision-Language Models to Domain Shift in Object Captioning

Prompting the Professoriate: A Qualitative Study of Instructor Perspectives on LLMs in Data Science Education

Language Model Perplexity Predicts Scientific Surprise and Transformative Impact

Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation

Specialised or Generic? Tokenization Choices for Radiology Language Models

PDEformer-2: A Versatile Foundation Model for Two-Dimensional Partial Differential Equations

Scaling Transformers for Discriminative Recommendation via Generative Pretraining

The Problem of Atypicality in LLM-Powered Psychiatry

MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image Segmentation

Augmenting Continual Learning of Diseases with LLM-Generated Visual Concepts

Towards LLM-Enhanced Product Line Scoping

An analysis of vision-language models for fabric retrieval

Zara: An LLM-based Candidate Interview Feedback System

CORE-KG: An LLM-Driven Knowledge Graph Construction Framework for Human Smuggling Networks

SAM2-SGP: Enhancing SAM2 for Medical Image Segmentation via Support-Set Guided Prompting

Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review

LLM-Aided Testbench Generation and Bug Detection for Finite-State Machines

Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models