语言大模型 / LLM - arXivDaily 专题

2401.13870 2026-01-21 cs.IR 89%

Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation

通过相互增强和自适应聚合将大语言模型整合到推荐中

Sichun Luo, Yuxuan Yao, Bowei He, Wei Shao, Jian Xu, Yinya Huang, Aojun Zhou, Xinyi Zhang, Yuanzhang Xiao, Hanxu Hou, Mingjie Zhan, Linqi Song

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

AI总结本文提出Llama4Rec框架，通过相互增强和自适应聚合结合传统推荐方法和大语言模型，提升推荐性能。

Comments Accepted by IEEE Journal of Selected Topics in Signal Processing

2601.03702 2026-01-08 cs.MA 89%

A Chromatographic Process Design and Optimization Platform Powered by Large Language Models: A Case Application on Extract of Ginkgo Biloba Leaf

基于大语言模型的色谱过程设计与优化平台：以银杏叶提取物为例

Zhilong Tang, Shaohua Wu, Xinyan Zhao, Yu Wang, Xingchu Gong

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

AI总结本文提出基于大语言模型的色谱过程设计与优化平台ChromR，通过自动化流程显著缩短开发时间，应用于银杏叶提取物纯化案例。

2508.02228 2026-01-07 eess.AS 89%

Large Language Model Guided Decoding for Self-Supervised Speech Recognition

基于大语言模型的引导解码用于自监督语音识别

Eyal Cohen, Bhiksha Raj, Joseph Keshet

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

AI总结本文提出一种结合大语言模型与自监督语音模型的引导解码方法，通过综合语音评分与LLM评分提升转录准确性，尤其在处理复杂语音输入时表现优异。

Comments 12 pages, 2 figures. This work has been submitted to the IEEE for possible publication

2601.02374 2026-01-07 cs.IR 89%

A Lay User Explainable Food Recommendation System Based on Hybrid Feature Importance Extraction and Large Language Models

一种基于混合特征重要性提取和大语言模型的可解释食品推荐系统

Melissa Tessa, Diderot D. Cidjeu, Rachele Carli, Sarah Abchiche, Ahmad Aldarwishd, Igor Tchappi, Amro Najjar

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

AI总结本文提出一种基于混合特征重要性提取和大语言模型的食品推荐系统，旨在为普通用户提供更清晰、全面的推荐结果解释，提升用户信任和透明度。

2601.00497 2026-01-06 cs.SE 89%

STELLAR: A Search-Based Testing Framework for Large Language Model Applications

STELLAR: 一种基于搜索的大型语言模型应用测试框架

Lev Sorokin, Ivan Vasilev, Ken E. Friedl, Andrea Stocco

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

AI总结 STELLAR通过进化优化方法，系统性地发现导致LLM应用故障的输入，提升测试效率和安全性。

Comments Accepted for publication at the 33th International Conference on Software Analysis, Evolution and Reengineering (SANER 2026)

2512.22130 2025-12-30 cs.DL cond-mat.mtrl-sci 89%

Expert-Grounded Automatic Prompt Engineering for Extracting Lattice Constants of High-Entropy Alloys from Scientific Publications using Large Language Models

基于专家的自动提示工程：利用大语言模型从科学出版物中提取高熵合金晶格常数

Shunshun Liu, Talon R. Booth, Yangfeng Ji, Wesley Reinhart, Prasanna V. Balachandran

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

AI总结本文提出一种基于专家反馈的自动提示优化方法，通过优化提示提升大语言模型在高熵合金晶格常数提取任务中的可靠性，并展示了该方法在多个模型上的有效性及应用效果。

Comments 26 pages, 4 figures, Supplementary Information in the Ancillary files

2509.01527 2025-12-23 cs.SE 89%

A Privacy-Preserving Recommender for Filling Web Forms Using a Local Large Language Model

一种使用本地大语言模型的隐私保护推荐器，用于填写网页表单

Amirreza Nayyeri, Abbas Rasoolzadegan

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

AI总结本文提出了一种基于本地大语言模型的隐私保护推荐器，用于自动填写网页表单，以提高测试效率并保护数据安全。

2512.16419 2025-12-19 cs.CY cs.CR 89%

Large Language Models as a (Bad) Security Norm in the Context of Regulation and Compliance

大语言模型作为（不良）安全规范在监管与合规背景下的作用

Kaspar Rosager Ludvigsen

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

AI总结本文探讨了大语言模型在网络安全和合规领域中的潜在风险，指出其固有弱点可能违反安全规范和法律义务，并提出通过替代方案和限制使用来缓解问题。

Comments 20 pages, presented at Information Law and Policy Centre Annual Conference 2024 at the Institute of Advanced Study, University of London

2504.09554 2025-12-17 cs.IR 89%

Mixture-of-RAG: Integrating Text and Tables with Large Language Models

混合RAG：利用大语言模型整合文本和表格

Chi Zhang, Qiyang Chen, Mengqi Zhang

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

AI总结 MixRAG通过三阶段框架整合文本和表格，提升异构文档检索性能，实现混合模态文档接地的最新成果。

Comments Accepted to SIGKDD 2026

2507.07916 2025-12-16 cs.CR cs.HC 89%

Can Large Language Models Automate Phishing Warning Explanations? A Controlled Experiment on Effectiveness and User Perception

大型语言模型能否自动化钓鱼警告解释？对有效性和用户感知的受控实验

Federico Maria Cau, Giuseppe Desolda, Francesco Greco, Lucio Davide Spano, Luca Viganò

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

AI总结本文研究了大型语言模型在生成钓鱼警告解释中的有效性，发现其能提供与专家编写的解释相当的保护效果，且具有可扩展性和适应性。

2512.13001 2025-12-16 cs.IR 89%

Are Large Language Models Really Effective for Training-Free Cold-Start Recommendation?

大型语言模型真的适合无训练冷启动推荐吗？

Genki Kusano, Kenya Abe, Kunihiro Takeoka

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

AI总结本文通过对比LLMs和TEMs在无训练冷启动推荐中的表现，发现TEMs在冷启动和暖启动设置中均优于LLMs，挑战了LLM是唯一可行选项的普遍看法。

2512.10847 2025-12-12 cond-mat.mtrl-sci cond-mat.supr-con 89%

Large Language Models for Superconductor Discovery

大型语言模型用于超导体发现

Suman Itani, Yibo Zhang, Ranjit Itani, Jiadong Zang

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

AI总结本文利用大型语言模型构建超导体数据库并实现反向设计，通过微调模型在超导体分类和预测中取得优于传统方法的性能。

Comments 15 pages, 6 figures

2512.01431 2025-12-02 cs.HC 89%

A Meta-Analysis of the Persuasive Power of Large Language Models

大语言模型说服力的元分析

Lukas Hölbling, Sebastian Maier, Stefan Feuerriegel

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

AI总结本研究通过元分析发现，大语言模型在说服效果上与人类无显著差异，但情境因素如模型、对话设计和领域对说服表现有重要影响。

2512.01330 2025-12-02 cs.DL 89%

Prompt perturbation and fraction facilitation sometimes strengthen Large Language Model scores

提示扰动与分数促进有时会增强大语言模型得分

Mike Thelwall

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

AI总结本文研究了如何通过提示扰动和分数促进策略提升LLM对期刊文章质量评分的准确性，发现平均语义等价提示和允许分数评分有助于提高模型表现。

2411.13685 2025-12-01 physics.ed-ph 89%

Using AI Large Language Models for Grading in Education: A Hands-On Test for Physics

利用AI大语言模型进行教育评分：对物理学的实操测试

Ryan Mok, Faraaz Akhtar, Louis Clare, Christine Li, Jun Ida, Lewis Ross, Mario Campanelli

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

AI总结本文通过实操测试，探讨了基于大语言模型的AI在本科物理问题评分中的有效性，发现评分质量在有评分方案时可接近人类水平。

Comments 16 pages + appendices

2511.18282 2025-11-25 cs.IR 89%

Large Language Model Enhanced Graph Invariant Contrastive Learning for Out-of-Distribution Recommendation

大语言模型增强的图不变对比学习用于分布外推荐

Jiahao Liang, Haoran Yang, Xiangyu Zhao, Zhiwen Yu, Mianjie Li, Chuan Shi, Kaixiang Yang

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

AI总结本文提出InvGCLLM框架，结合大语言模型与图不变学习，通过因果引导对比学习提升分布外推荐性能。

2511.04508 2025-11-07 cs.CR 89%

Large Language Models for Cyber Security

Raunak Somani, Aswani Kumar Cherukuri

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

2511.03328 2025-11-06 cs.CL cs.AI cs.CV cs.LG 89%

Benchmarking the Thinking Mode of Multimodal Large Language Models in Clinical Tasks

Jindong Hong, Tianjie Chen, Lingjie Luo, Chuanyang Zheng, Ting Xu, Haibao Yu, Jianing Qiu, Qianzhong Chen, Suning Huang, Yan Xu, Yong Gui, Yijun He, Jiankai Sun

机构 * Bytedance（字节跳动）； Peking University（北京大学）； The Chinese University of Hong Kong（香港中文大学）； The University of Hong Kong（香港大学）； Mohamed bin Zayed University of Artificial Intelligence（马尔代夫人工智能大学）； Stanford University（斯坦福大学）； University of Michigan（密歇根大学）

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

2510.25055 2025-10-30 cs.CL cs.AI cs.LG 89%

GAPMAP: Mapping Scientific Knowledge Gaps in Biomedical Literature Using Large Language Models

Nourah M Salem, Elizabeth White, Michael Bada, Lawrence Hunter

机构 * University of Colorado, Anschutz（科罗拉多大学安舒茨分校）； University of Chicago（芝加哥大学）

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

2409.06185 2025-10-28 cs.CL cs.AI cs.CY cs.HC cs.LG 89%

Can Large Language Models Unlock Novel Scientific Research Ideas?

Sandeep Kumar, Tirthankar Ghosal, Vinayak Goyal, Asif Ekbal

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna（计算机科学与工程系，印度理工学院帕纳布分校）； National Center for Computational Sciences, Oak Ridge National Laboratory（计算科学国家中心，橡树岭国家实验室）

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

Comments EMNLP 2025 (Main)

2504.20320 2025-10-28 cs.HC 89%

"I've talked to ChatGPT about my issues last night.": Examining Mental Health Conversations with Large Language Models through Reddit Analysis

Kyuha Jung, Gyuho Lee, Yuanhui Huang, Yunan Chen

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

Comments Forthcoming at the 28th ACM SIGCHI Conference on Computer-Supported Cooperative Work and Social Computing (CSCW '25) on October 18-22, 2025

2510.21445 2025-10-27 cs.CL cs.AI cs.CV cs.LG 89%

REMONI: An Autonomous System Integrating Wearables and Multimodal Large Language Models for Enhanced Remote Health Monitoring

Thanh Cong Ho, Farah Kharrat, Abderrazek Abid, Fakhri Karray

机构 * 2 Department of Electrical ； Computer Engineering University of Waterloo, Waterloo, ON, Canada N2L 3G1 Email ； 3 College of Computer ； Information Sciences Prince Sultan University Email

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

Journal ref 2024 IEEE International Symposium on Medical Measurements and Applications (MeMeA)

2510.09224 2025-10-21 cs.CV 89%

Tag-Enriched Multi-Attention with Large Language Models for Cross-Domain Sequential Recommendation

Wangyu Wu, Xuhang Chen, Zhenhong Chen, Jing-En Jiang, Kim-Fung Tsang, Xiaowei Huang, Fei Ma, Jimin Xiao

机构 * Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学）； University of Liverpool（利物浦大学）； School of Computer Science and Engineering（计算机科学与工程学院）； Huizhou University（惠州大学）； Microsoft（微软公司）； Shandong University（山东大学）； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究所，中国科学院）

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

Comments Accepted in IEEE Transactions on Consumer Electronics 2025

2510.16036 2025-10-21 cs.CV 89%

IAD-GPT: Advancing Visual Knowledge in Multimodal Large Language Model for Industrial Anomaly Detection

Zewen Li, Zitong Yu, Qilang Ye, Weicheng Xie, Wei Zhuo, Linlin Shen

机构 * School of Computer Science & Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院）； School of Computing and Information Technology, Great Bay University（大亚湾大学计算机与信息科技学院）； College of Computer Science, Nankai University（南开大学计算机学院）； School of Artificial Intelligence, Shenzhen University（深圳大学人工智能学院）； Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen University（广东省智能信息处理重点实验室）； National Engineering Laboratory of Big Data System Computing Technology, Shenzhen University（大数据系统计算技术国家工程实验室）

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

Comments Accepted by IEEE Transactions on Instrumentation and Measurement (TIM)

2510.15531 2025-10-20 cs.HC 89%

A Feasibility Study on Usability and Trust among Population Groups of a Medical Avatar Supported by Large Language Models with Retrieval Augmented Generation

Roel Boumans, Lisa Cramer, Sascha van de Poll, Henria Vermeulen

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

Comments 22 pages, 4 figures, 2 tables

2510.12189 2025-10-15 cs.CE 89%

Agent-Based Simulation of a Financial Market with Large Language Models

Ryuji Hashimoto, Takehiro Takayanagi, Masahiro Suzuki, Kiyoshi Izumi

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

2510.05858 2025-10-10 cs.CL cs.AI cs.LG 89%

DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization

Xue-Yong Fu, Elena Khasanova, Md Tahmid Rahman Laskar, Harsh Saini, Shashi Bhushan TN

机构 * Dialpad Inc.（Dialpad公司）

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

Comments Accepted to the NewSumm Workshop at EMNLP 2025. Equal contribution from the first four authors

2510.07885 2025-10-10 cs.IR 89%

Generation and annotation of item usage scenarios in e-commerce using large language models

Madoka Hagiri, Kazushi Okamoto, Koki Karube, Kei Harada, Atsushi Shibata

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

Journal ref The 26th International Symposium on Advanced Intelligent Systems (ISIS 2025)

2502.12158 2025-09-29 cs.LG cs.AI cs.CL cs.CY 89%

Mining Social Determinants of Health for Heart Failure Patient 30-Day Readmission via Large Language Model

Mingchen Shao, Youjeong Kang, Xiao Hu, Hyunjung Gloria Kwak, Carl Yang, Jiaying Lu

机构 * Department of Computer Science, Emory University（计算机科学系，埃默里大学）； Nell Hodgson Woodruff School of Nursing, Emory University（Nell Hodgson Woodruff护理学院，埃默里大学）

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

Journal ref in Proceedings of The 20th World Congress on Medical and Health Informatics (MEDINFO 2025)

2403.16851 2025-09-26 cs.DL cs.AI cs.CL cs.LG 89%

Can social media provide early warning of retraction? Evidence from critical tweets identified by human annotation and large language models

Er-Te Zheng, Hui-Zhen Fu, Mike Thelwall, Zhichao Fang

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

Comments 27 pages, 5 figures

Journal ref Journal of the Association for Information Science and Technology, 2025

1. 领域大模型 12659 篇

Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation

A Chromatographic Process Design and Optimization Platform Powered by Large Language Models: A Case Application on Extract of Ginkgo Biloba Leaf

Large Language Model Guided Decoding for Self-Supervised Speech Recognition

A Lay User Explainable Food Recommendation System Based on Hybrid Feature Importance Extraction and Large Language Models

STELLAR: A Search-Based Testing Framework for Large Language Model Applications

Expert-Grounded Automatic Prompt Engineering for Extracting Lattice Constants of High-Entropy Alloys from Scientific Publications using Large Language Models

A Privacy-Preserving Recommender for Filling Web Forms Using a Local Large Language Model

Large Language Models as a (Bad) Security Norm in the Context of Regulation and Compliance

Mixture-of-RAG: Integrating Text and Tables with Large Language Models

Can Large Language Models Automate Phishing Warning Explanations? A Controlled Experiment on Effectiveness and User Perception

Are Large Language Models Really Effective for Training-Free Cold-Start Recommendation?

Large Language Models for Superconductor Discovery

A Meta-Analysis of the Persuasive Power of Large Language Models

Prompt perturbation and fraction facilitation sometimes strengthen Large Language Model scores

Using AI Large Language Models for Grading in Education: A Hands-On Test for Physics

Large Language Model Enhanced Graph Invariant Contrastive Learning for Out-of-Distribution Recommendation

Large Language Models for Cyber Security

Benchmarking the Thinking Mode of Multimodal Large Language Models in Clinical Tasks

GAPMAP: Mapping Scientific Knowledge Gaps in Biomedical Literature Using Large Language Models

Can Large Language Models Unlock Novel Scientific Research Ideas?

"I've talked to ChatGPT about my issues last night.": Examining Mental Health Conversations with Large Language Models through Reddit Analysis

REMONI: An Autonomous System Integrating Wearables and Multimodal Large Language Models for Enhanced Remote Health Monitoring

Tag-Enriched Multi-Attention with Large Language Models for Cross-Domain Sequential Recommendation

IAD-GPT: Advancing Visual Knowledge in Multimodal Large Language Model for Industrial Anomaly Detection

A Feasibility Study on Usability and Trust among Population Groups of a Medical Avatar Supported by Large Language Models with Retrieval Augmented Generation

Agent-Based Simulation of a Financial Market with Large Language Models

DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization

Generation and annotation of item usage scenarios in e-commerce using large language models

Mining Social Determinants of Health for Heart Failure Patient 30-Day Readmission via Large Language Model

Can social media provide early warning of retraction? Evidence from critical tweets identified by human annotation and large language models