RAG / 检索增强生成 - arXivDaily 专题

2601.01341 2026-01-06 cs.CL 83%

Reasoning Over Recall: Evaluating the Efficacy of Generalist Architectures vs. Specialized Fine-Tunes in RAG-Based Mental Health Dialogue Systems

基于回忆的推理：评估基于RAG的心理健康对话系统中通用架构与专门微调的有效性

Md Abdullah Al Kafi, Raka Moni, Sumit Kumar Banshal

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

AI总结本文通过比较通用推理模型与领域特定微调模型，发现通用模型在同理心和上下文理解方面表现更优，表明强大的推理能力比专门训练更能提升心理健康对话系统的效果。

2601.00254 2026-01-05 cs.SE cs.AI 83%

An Empirical Evaluation of LLM-Based Approaches for Code Vulnerability Detection: RAG, SFT, and Dual-Agent Systems

基于大型语言模型的代码漏洞检测方法实证评估：RAG、SFT和双智能体系统

Md Hasan Saju, Maher Muhtadi, Akramul Azim

机构 * Department of Electrical, Computer, and Software Engineering（电气、计算机与软件工程系）； Ontario Tech University（安大略技术大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

AI总结本文通过实证评估，比较了RAG、SFT和双智能体系统在代码漏洞检测中的有效性，发现RAG在准确率和F1分数上表现最佳，SFT和双智能体系统也展示了良好的性能，证明了领域专业知识对LLM在实际漏洞检测中的重要性。

Journal ref https://conf.researchr.org/home/cascon-2025

2412.04235 2026-01-01 cs.CL 83%

Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots

通过RAG和NMISS解决意大利医疗LLM聊天机器人中的幻觉

Maria Paola Priola

机构 * Department of Economics and Business, University of Cagliari（经济与商业系，卡利亚里大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

AI总结本文通过RAG和NMISS方法有效缓解和检测LLM中的幻觉问题，验证了GPT-4和NMISS对提升医疗领域LLM性能的显著效果。

2504.02800 2025-12-23 cs.CL 83%

Survey and Experiments on Mental Disorder Detection via Social Media: From Large Language Models and RAG to Agents

面向社交媒体的抑郁症检测综述与实验：从大型语言模型和RAG到代理

Zhuohan Ge, Darian Li, Yubo Wang, Nicole Hu, Xinyi Zhu, Haoyang Li, Xin Zhang, Mingtao Zhang, Shihao Qi, Yuming Xu, Han Shi, Chen Jason Zhang, Qing Li

机构 * The Hong Kong Polytechnic University（香港理工大学）； The Hong Kong University of Science and Technology（香港科学与技术大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

AI总结本文综述并实验了基于社交媒体的抑郁症检测方法，探讨了LLM、RAG和代理系统在提升检测可靠性与推理能力中的应用。

Comments 20 pages, 10 figures. This is an extension of ICDEW 2025

2505.14069 2025-12-09 cs.IR 83%

Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning

过程奖励与结果奖励：哪种对代理RAG强化学习更有效

Wenlin Zhang, Xiangyang Li, Kuicai Dong, Yichao Wang, Pengyue Jia, Xiaopeng Li, Yingyi Zhang, Derong Xu, Zhaocheng Du, Huifeng Guo, Ruiming Tang, Xiangyu Zhao

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

AI总结 ReasonRAG通过过程级奖励提升代理RAG强化学习性能，以更高效训练和更少数据实现更优结果

2511.12003 2025-12-02 cs.AI 83%

Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning

看而思：通过强化学习统一推理与视觉证据归因以实现可验证文档RAG

Shuochen Liu, Pengfei Luo, Chao Zhang, Yuhao Chen, Haotian Zhang, Qi Liu, Xin Kou, Tong Xu, Enhong Chen

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

AI总结通过强化学习统一推理与视觉证据归因，提升多模态问答的可验证性和准确性。

Comments Poster of AAAI'2026

2506.05925 2025-11-18 cs.CY cs.AI 83%

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Zarreen Reza, Alexander Mazur, Michael T. Dugdale, Robin Ray-Chaudhuri

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2511.10523 2025-11-14 cs.CL 83%

Convomem Benchmark: Why Your First 150 Conversations Don't Need RAG

Egor Pakhomov, Erik Nijkamp, Caiming Xiong

机构 * Salesforce AI Research（Salesforce人工智能研究）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

2511.09545 2025-11-13 cs.IR 83%

Practical RAG Evaluation: A Rarity-Aware Set-Based Metric and Cost-Latency-Quality Trade-offs

Etienne Dallaire

专题命中 RAG评测：RAG(title,abstract)；dense retrieval(abstract)；分类 cs.IR

2511.06738 2025-11-11 cs.CL 83%

Rethinking Retrieval-Augmented Generation for Medicine: A Large-Scale, Systematic Expert Evaluation and Practical Insights

Hyunjae Kim, Jiwoong Sohn, Aidan Gilson, Nicholas Cochran-Caggiano, Serina Applebaum, Heeju Jin, Seihee Park, Yujin Park, Jiyeong Park, Seoyoung Choi, Brittany Alexandra Herrera Contreras, Thomas Huang, Jaehoon Yun, Ethan F. Wei, Roy Jiang, Leah Colucci, Eric Lai, Amisha Dave, Tuo Guo, Maxwell B. Singer, Yonghoe Koo, Ron A. Adelman, James Zou, Andrew Taylor, Arman Cohan, Hua Xu, Qingyu Chen

机构 * Yale School of Medicine（耶鲁医学院）； Yale University（耶鲁大学）； ETH Zurich（苏黎世联邦理工学院）； Harvard Medical School（哈佛医学院）； Geisel School of Medicine at Dartmouth（达特茅斯大学盖塞医学院）； Seoul National University College of Medicine（首尔国立大学医学院）； Hanyang University College of Medicine（翰林大学医学院）； PA Leadership Charter School（宾夕法尼亚州西切斯特市领导学校）

专题命中 RAG评测：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments 34 pages, 6 figures

2511.06212 2025-11-11 cs.CR cs.AI 83%

RAG-targeted Adversarial Attack on LLM-based Threat Detection and Mitigation Framework

Seif Ikbarieh, Kshitiz Aryal, Maanak Gupta

机构 * Department of Computer Science（计算机科学系）； Tennessee Tech University（田纳西科技大学）； School of Interdisciplinary Informatics（跨学科信息学学院）； University of Nebraska Omaha（内布拉斯加大学奥马哈分校）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2509.09360 2025-11-10 cs.CL 83%

MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems

Channdeth Sok, David Luz, Yacine Haddam

机构 * Forvia Paris Tech Center, GIT, Immeuble Lumière, 40 avenue des Terroirs de France, 75012 Paris, France（巴黎Forvia技术中心，GIT，Lumière大厦，法国巴黎75012）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Identity-Aware AI workshop at 28th European Conference on Artificial Intelligence, October 25, 2025, Bologna, Italy

2412.15189 2025-10-30 cs.CL cs.CY 83%

Face the Facts! Evaluating RAG-based Pipelines for Professional Fact-Checking

Daniel Russo, Stefano Menini, Jacopo Staiano, Marco Guerini

机构 * Fondazione Bruno Kessler（布罗诺·凯塞勒基金会）； University of Trento（特伦托大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Code and data at https://github.com/drusso98/face-the-facts - Accepted for publication at INLG 2025

2506.00789 2025-10-29 cs.CL 83%

RARE: Retrieval-Aware Robustness Evaluation for Retrieval-Augmented Generation Systems

Yixiao Zeng, Tianyu Cao, Danqing Wang, Xinran Zhao, Zimeng Qiu, Morteza Ziyadi, Tongshuang Wu, Lei Li

机构 * Carnegie Mellon University Language Technologies Institute（卡内基梅隆大学语言技术研究所）； Amazon（亚马逊）

专题命中 RAG评测：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

2507.04055 2025-10-28 cs.CR cs.AI cs.SE 83%

Rethinking and Exploring String-Based Malware Family Classification in the Era of LLMs and RAG

Yufan Chen, Daoyuan Wu, Juantao Zhong, Zicheng Zhang, Debin Gao, Shuai Wang, Yingjiu Li, Ning Liu, Jiachi Chen, Rocky K. C. Chang

机构 * University of Oregon（俄勒冈大学）； City University of Hong Kong（香港城市大学）； Sun Yat-sen University（中山大学）； Calvin University（加州学院）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Comments This is a technical report from Lingnan University, Hong Kong. Code is available at https://github.com/AIS2Lab/MalwareGPT

2510.20878 2025-10-27 cs.LG cs.AI 83%

HA-RAG: Hotness-Aware RAG Acceleration via Mixed Precision and Data Placement

Danying Ge, Jianhua Gao, Yixue Yang, Weixing Ji

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Comments 13 pages,16 figures,2 tables

2510.18455 2025-10-22 cs.CL 83%

ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks

Liyang He, Yuren Zhang, Ziwei Zhu, Zhenghui Li, Shiwei Tong

专题命中 RAG评测：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.CL

2510.17874 2025-10-22 cs.SE cs.AI 83%

Repairing Tool Calls Using Post-tool Execution Reflection and RAG

Jason Tsay, Zidane Wright, Gaodan Fang, Kiran Kate, Saurabh Jha, Yara Rizk

机构 * IBM Research（IBM研究院）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2510.12316 2025-10-15 cs.CL 83%

Beating Harmful Stereotypes Through Facts: RAG-based Counter-speech Generation

Greta Damo, Elena Cabrio, Serena Villata

机构 * Université Côte d’Azur, CNRS, Inria, I3S, France（法国大学-科蒂-阿祖尔大学、国家科学研究中心、法国国家信息与自动化研究所、I3S研究所）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

2510.10824 2025-10-14 cs.SE cs.AI 83%

Agentic RAG for Software Testing with Hybrid Vector-Graph and Multi-Agent Orchestration

Mohanakrishnan Hariharan, Satish Arvapalli, Seshu Barma, Evangeline Sheela

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2502.11400 2025-10-06 cs.CL 83%

On the Diminishing Returns of Complex Robust RAG Training in the Era of Powerful LLMs

Hanxing Ding, Shuchang Tao, Liang Pang, Zihao Wei, Liwei Chen, Kun Xu, Huawei Shen, Xueqi Cheng

机构 * State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences（人工智能安全国家重点实验室，计算技术研究所，中国科学院）； Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团）； Institute of Computing Technology（计算技术研究所）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted at SIGIR-AP 2025

2510.00001 2025-10-02 cs.LG cs.AI cs.SE 83%

Methodological Framework for Quantifying Semantic Test Coverage in RAG Systems

Noah Broestl, Adel Nasser Abdalla, Rajprakash Bale, Hersh Gupta, Max Struever

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Comments 7 pages, 3 figures, 1 table, 1 algo

2509.26205 2025-10-01 cs.AI 83%

Human-Centered Evaluation of RAG outputs: a framework and questionnaire for human-AI collaboration

Aline Mangold, Kiran Hoffmann

机构 * Dresden University of Technology（德累斯顿技术大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2505.15420 2025-10-01 cs.CR cs.AI 83%

Silent Leaks: Implicit Knowledge Extraction Attack on RAG Systems through Benign Queries

Yuhao Wang, Wenjie Qu, Shengfang Zhai, Yanze Jiang, Zichen Liu, Yue Liu, Yinpeng Dong, Jiaheng Zhang

机构 * National University of Singapore（新加坡国立大学）； Peking University（北京大学）； Tsinghua University（清华大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2509.24212 2025-09-30 cs.CL 83%

ScenarioBench: Trace-Grounded Compliance Evaluation for Text-to-SQL and RAG

Zahra Atf, Peter R Lewis

机构 * Faculty of Business and Information Technology（商业与信息技术学院）； Ontario Tech University（安大略技术大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted for presentation at the LLMs Meet Databases (LMD) Workshop, 35th IEEE International Conference on Collaborative Advances in Software and Computing, 2025. Workshop website: https://sites.google.com/view/lmd2025/home

2509.21367 2025-09-29 cs.CR cs.AI 83%

Design and Implementation of a Secure RAG-Enhanced AI Chatbot for Smart Tourism Customer Service: Defending Against Prompt Injection Attacks -- A Case Study of Hsinchu, Taiwan

Yu-Kai Shih, You-Kai Kang

机构 * Department of Information Management, National Dong Hwa University（信息管理系，国立东华大学）； By The Student (BTS) Experimental Education Program (Non-School Type)（学生（BTS）实验教育计划（非学校类型））

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Comments 12 pages, 7 figures, 5 tables

2509.08407 2025-09-11 physics.med-ph cs.AI 83%

An Iterative LLM Framework for SIBT utilizing RAG-based Adaptive Weight Optimization

Zhuo Xiao, Qinglong Yao, Jingjing Wang, Fugen Zhou, Bo Liu, Haitao Sun, Zhe Ji, Yuliang Jiang, Junjie Wang, Qiuwen Wu

机构 * Image Processing Center, Beihang University（北航图像处理中心）； Department of Radiation Oncology, Peking University Third Hospital（北京大学第三医院放射肿瘤科）； Department of Radiation Oncology, Duke University Medical Center（杜克大学医学中心放射肿瘤科）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2505.17471 2025-09-10 cs.CL 83%

FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain

Suifeng Zhao, Zhuoran Jin, Sujian Li, Jun Gao

机构 * Key Laboratory of High Confidence Software Technologies, CS, Peking University, China（北京大学高可信软件技术重点实验室）； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； State Key Laboratory of Multimedia Information Processing, School of Computer Sciences, Peking University（北京大学多媒体信息处理国家重点实验室）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

2509.04456 2025-09-08 cs.CL 83%

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support

Anandi Dutta, Shivani Mruthyunjaya, Jessica Saddington, Kazi Sifatul Islam

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Preprint Version, Accepted in ISEMV 2025

2503.16561 2025-09-05 cs.CL cs.LG 83%

FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article

Ibrahim Al Azher, Miftahul Jannat Mokarrama, Zhishuai Guo, Sagnik Ray Choudhury, Hamed Alhoori

机构 * Dept of Computer Science Northern Illinois University（计算机科学系北伊利诺伊大学）； Dept of Computer Science University of North Texas（计算机科学系德克萨斯大学）

专题命中 RAG评测：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments 12 pages, 6 figures, Accepted for publication at the Workshop on AI Principles in Science Communication (Ai4SC'25), held in conjunction with the IEEE eScience Conference 2025

1. RAG评测 1212 篇

Reasoning Over Recall: Evaluating the Efficacy of Generalist Architectures vs. Specialized Fine-Tunes in RAG-Based Mental Health Dialogue Systems

An Empirical Evaluation of LLM-Based Approaches for Code Vulnerability Detection: RAG, SFT, and Dual-Agent Systems

Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots

Survey and Experiments on Mental Disorder Detection via Social Media: From Large Language Models and RAG to Agents

Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning

Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Convomem Benchmark: Why Your First 150 Conversations Don't Need RAG

Practical RAG Evaluation: A Rarity-Aware Set-Based Metric and Cost-Latency-Quality Trade-offs

Rethinking Retrieval-Augmented Generation for Medicine: A Large-Scale, Systematic Expert Evaluation and Practical Insights

RAG-targeted Adversarial Attack on LLM-based Threat Detection and Mitigation Framework

MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems

Face the Facts! Evaluating RAG-based Pipelines for Professional Fact-Checking

RARE: Retrieval-Aware Robustness Evaluation for Retrieval-Augmented Generation Systems

Rethinking and Exploring String-Based Malware Family Classification in the Era of LLMs and RAG

HA-RAG: Hotness-Aware RAG Acceleration via Mixed Precision and Data Placement

ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks

Repairing Tool Calls Using Post-tool Execution Reflection and RAG

Beating Harmful Stereotypes Through Facts: RAG-based Counter-speech Generation

Agentic RAG for Software Testing with Hybrid Vector-Graph and Multi-Agent Orchestration

On the Diminishing Returns of Complex Robust RAG Training in the Era of Powerful LLMs

Methodological Framework for Quantifying Semantic Test Coverage in RAG Systems

Human-Centered Evaluation of RAG outputs: a framework and questionnaire for human-AI collaboration

Silent Leaks: Implicit Knowledge Extraction Attack on RAG Systems through Benign Queries

ScenarioBench: Trace-Grounded Compliance Evaluation for Text-to-SQL and RAG

Design and Implementation of a Secure RAG-Enhanced AI Chatbot for Smart Tourism Customer Service: Defending Against Prompt Injection Attacks -- A Case Study of Hsinchu, Taiwan

An Iterative LLM Framework for SIBT utilizing RAG-based Adaptive Weight Optimization

FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support

FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article