RAG / 检索增强生成 - arXivDaily 专题

2510.07728 2025-10-10 cs.IR cs.CL 84%

Who Stole Your Data? A Method for Detecting Unauthorized RAG Theft

Peiyang Liu, Ziqiang Cui, Di Liang, Wei Ye

机构 * National Engineering Research Center for Software Engineering, Peking University（软件工程国家工程研究中心，北京大学）； City University of Hong Kong（香港城市大学）； Fudan University（复旦大学）

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.CL

2501.15228 2025-10-08 cs.CL cs.IR 84%

Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning

Yiqun Chen, Lingyong Yan, Weiwei Sun, Xinyu Ma, Yi Zhang, Shuaiqiang Wang, Dawei Yin, Yiming Yang, Jiaxin Mao

机构 * Renmin University of China（中国人民大学）； Baidu Inc.（百度公司）； Carnegie Mellon University（卡内基梅隆大学）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments NeurIPS 2025

2508.01918 2025-10-06 cs.CL cs.AI 84%

Quantum-RAG and PunGPT2: Advancing Low-Resource Language Generation and Retrieval for the Punjabi Language

Jaskaranjeet Singh, Rakesh Thakur

专题命中检索器与排序：RAG(title,abstract)；retriever(abstract)；分类 cs.CL、cs.AI

2510.01375 2025-10-03 cs.AI cs.CL 84%

Fine-tuning with RAG for Improving LLM Learning of New Skills

Humaid Ibrahim, Nikolai Rozanov, Marek Rei

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments Under review at ICLR 2026

2510.00261 2025-10-02 cs.CL cs.AI cs.MM 84%

Retrieval-Augmented Generation for Electrocardiogram-Language Models

Xiaoyu Song, William Han, Tony Chen, Chaojing Duan, Michael A. Rosenberg, Emerson Liu, Ding Zhao

机构 * Carnegie Mellon University（卡内基梅隆大学）； Columbia University（哥伦比亚大学）； Allegheny Health Network（阿勒格尼医疗网络）； University of Colorado（科罗拉多大学）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 5 pages, 2 figures; Submitted to ICASSP 2026

2509.24866 2025-10-02 cs.CL cs.AI 84%

Metaphor identification using large language models: A comparison of RAG, prompt engineering, and fine-tuning

Matteo Fuoli, Weihang Huang, Jeannette Littlemore, Sarah Turner, Ellen Wilding

机构 * Department of Linguistics and Communication（语言学与传播学系）； University of Birmingham（伯明翰大学）； Centre for Arts, Memory & Communities（艺术、记忆与社区中心）； Coventry University（考文垂大学）

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

2509.26584 2025-10-01 cs.AI cs.IR cs.LG cs.SE 84%

Fairness Testing in Retrieval-Augmented Generation: How Small Perturbations Reveal Bias in Small Language Models

Matheus Vinicius da Silva de Oliveira, Jonathan de Andrade Silva, Awdren de Lima Fontao

机构 * Faculty of Computing - Federal University of Mato Grosso do Sul（计算机学院 - 短暂戈亚那联邦大学）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2506.10380 2025-10-01 cs.CL cs.IR 84%

TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning

Xiaohan Yu, Pu Jian, Chong Chen

机构 * Huawei Cloud BU（华为云业务部）

专题命中检索器与排序：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments Accepted by EMNLP 2025. Codes are available at https://github.com/yxh-y/TableRAG/tree/main

2509.23874 2025-09-30 cs.IR cs.AI 84%

Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification

Huike Zou, Haiyang Yang, Yindu Su, Liyu Chen, Chengbao Lian, Qingheng Zhang, Shuguang Han, Jufeng Chen

机构 * Xianyu of Alibaba（阿里巴巴阿里圆（Xianyu））； Xiaohongshu Inc.（小红书公司）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2508.15253 2025-09-29 cs.CL cs.AI 84%

Conflict-Aware Soft Prompting for Retrieval-Augmented Generation

Eunseong Choi, June Park, Hyeri Lee, Jongwuk Lee

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2025; 15 pages; 5 figures, 11 tables; Code available at https://github.com/eunseongc/CARE

2503.10150 2025-09-29 cs.CL cs.AI 84%

Retrieval-Augmented Generation with Hierarchical Knowledge

Haoyu Huang, Yongfeng Huang, Junjie Yang, Zhenyu Pan, Yongqiang Chen, Kaili Ma, Hongzhi Chen, James Cheng

机构 * CSE, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 Findings

2509.21324 2025-09-29 cs.IR cs.AI 84%

From Search to Reasoning: A Five-Level RAG Capability Framework for Enterprise Data

Gurbinder Gill, Ritvik Gupta, Denis Lusson, Anand Chandrashekar, Donald Nguyen

机构 * Corvic AI Inc（Corvic AI公司）

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

2509.21237 2025-09-26 cs.CL cs.IR 84%

Query-Centric Graph Retrieval Augmented Generation

Yaxiong Wu, Jianyuan Bo, Yongyue Zhang, Sheng Liang, Yong Liu

机构 * Huawei Technologies Co., Ltd（华为技术有限公司）

专题命中检索器与排序：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments 25 pages, 6 figures, 1 table

2507.08445 2025-09-17 cs.IR cs.AI 84%

Clue-RAG: Towards Accurate and Cost-Efficient Graph-based RAG via Multi-Partite Graph and Query-Driven Iterative Retrieval

Yaodong Su, Yixiang Fang, Yingli Zhou, Quanqing Xu, Chuanhui Yang

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

2509.09686 2025-09-16 cs.IR cs.AI 84%

GeoGPT-RAG Technical Report

Fei Huang, Fan Wu, Zeqing Zhang, Qihao Wang, Long Zhang, Grant Michael Boquet, Hongyang Chen

机构 * GeoGPT Team（GeoGPT团队）； Zhejiang Lab（浙江实验室）

专题命中检索器与排序：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.IR、cs.AI

Comments 19 pages, 10 figures, 10 tables

2507.05714 2025-09-11 cs.CL cs.AI 84%

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

YiHan Jiao, ZheHao Tan, Dan Yang, DuoLin Sun, Jie Feng, Yue Shen, Jian Wang, Peng Wei

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2509.06650 2025-09-09 cs.CL cs.IR 84%

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

Hao Lin, Peitong Xie, Jingxue Chen, Jie Lin, Qingkun Tang, Qianchun Lu

机构 * Southeast University（东南大学）； Nanyang Technological University（南洋理工大学）； Wired Product Operation Division, ZTE Corporation（ZTE公司无线产品运营部）

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.CL

2509.04139 2025-09-05 cs.IR cs.AI 84%

Enhancing Technical Documents Retrieval for RAG

Songjiang Lai, Tsun-Hin Cheung, Ka-Chun Fung, Kaiwen Xue, Kwan-Ho Lin, Yan-Ming Choi, Vincent Ng, Kin-Man Lam

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

2509.03934 2025-09-05 cs.CL cs.AI 84%

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment

Yuqing Huang, Rongyang Zhang, Qimeng Wang, Chengqiang Lu, Yan Gao, Yi Wu, Yao Hu, Xuyang Zhi, Guiquan Liu, Xin Li, Hao Wang, Enhong Chen

机构 * University of Science and Technology of China（中国科学技术大学）； Xiaohongshu Inc.（小红书公司）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2509.03787 2025-09-05 cs.IR cs.CL 84%

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain

Shakiba Amirshahi, Amin Bigdeli, Charles L. A. Clarke, Amira Ghenai

机构 * University of Waterloo（滑铁卢大学）； Toronto Metropolitan University（多伦多 Metropolitan 大学）

专题命中检索器与排序：retrieval-augmented generation(title)；retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

2509.02837 2025-09-04 cs.IR cs.AI 84%

HF-RAG: Hierarchical Fusion-based RAG with Multiple Sources and Rankers

Payel Santra, Madhusudan Ghosh, Debasis Ganguly, Partha Basuchowdhuri, Sudip Kumar Naskar

机构 * University of Glasgow（格拉斯哥大学）； Jadavpur University（贾瓦德普尔大学）

专题命中检索器与排序：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.IR、cs.AI

2505.18906 2025-09-03 cs.CL cs.IR 84%

Federated Retrieval-Augmented Generation: A Systematic Mapping Study

Abhijit Chakraborty, Chahana Dahal, Vivek Gupta

机构 * Arizona State University（亚利桑那州立大学）； University of Nevada, Las Vegas（内华达大学拉斯维加斯分校）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.CL

2508.21024 2025-08-29 cs.CL cs.IR 84%

An Agile Method for Implementing Retrieval Augmented Generation Tools in Industrial SMEs

Mathieu Bourdin, Anas Neumann, Thomas Paviot, Robert Pellerin, Samir Lamouri

专题命中检索器与排序：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments 20 pages, 3 figures

2505.24073 2025-08-27 cs.AI cs.CL cs.CV 84%

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation

Chan-Wei Hu, Yueqi Wang, Shuo Xing, Chia-Ju Chen, Suofei Feng, Ryan Rossi, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯农工大学）； University of California, Berkeley（加州大学伯克利分校）； University of Texas at Austin（德克萨斯大学奥斯汀分校）； Stanford University（斯坦福大学）； Adobe Research（Adobe研究院）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 16 pages

2508.17222 2025-08-26 cs.CR cs.AI cs.IR 84%

Exposing Privacy Risks in Graph Retrieval-Augmented Generation

Jiale Liu, Jiahao Zhang, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2508.15437 2025-08-26 cs.IR cs.AI cs.LG 84%

Test-time Corpus Feedback: From Retrieval to RAG

Mandeep Rathee, V Venktesh, Sean MacAvaney, Avishek Anand

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

Comments 18 pages, 1 figure

2508.12282 2025-08-19 cs.CL cs.IR 84%

A Question Answering Dataset for Temporal-Sensitive Retrieval-Augmented Generation

Ziyang Chen, Erxue Min, Xiang Zhao, Yunxin Li, Xin Jia, Jinzhi Liao, Jichao Li, Shuaiqiang Wang, Baotian Hu, Dawei Yin

机构 * Laboratory for Big Data and Decision, National University of Defense Technology, Changsha, China（大数据与决策实验室，国防科技大学，长沙，中国）； Baidu Inc., Beijing, China（百度公司，北京，中国）； Department of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, China（计算机科学与技术系，哈尔滨工业大学（深圳），深圳，中国）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments 10 pages, 5 figures

2508.09497 2025-08-14 cs.CL cs.AI 84%

From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation

Siyuan Meng, Junming Liu, Yirong Chen, Song Mao, Pinlong Cai, Guohang Yan, Botian Shi, Ding Wang

专题命中检索器与排序：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 4 tables

2504.13079 2025-08-13 cs.CL cs.AI 84%

Retrieval-Augmented Generation with Conflicting Evidence

Han Wang, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments COLM 2025, Data and Code: https://github.com/HanNight/RAMDocs

2508.07342 2025-08-12 cs.IR cs.CL 84%

PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization

Kepu Zhang, Teng Shi, Weijie Yu, Jun Xu

机构 * Gaoling School of Artificial Intelligence\ University of China Beijing China ； School of Information Technology ； Gaoling School of Artificial Intelligence\ University of China

专题命中检索器与排序：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.CL

1. 检索器与排序 4563 篇

Who Stole Your Data? A Method for Detecting Unauthorized RAG Theft

Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning

Quantum-RAG and PunGPT2: Advancing Low-Resource Language Generation and Retrieval for the Punjabi Language

Fine-tuning with RAG for Improving LLM Learning of New Skills

Retrieval-Augmented Generation for Electrocardiogram-Language Models

Metaphor identification using large language models: A comparison of RAG, prompt engineering, and fine-tuning

Fairness Testing in Retrieval-Augmented Generation: How Small Perturbations Reveal Bias in Small Language Models

TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning

Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification

Conflict-Aware Soft Prompting for Retrieval-Augmented Generation

Retrieval-Augmented Generation with Hierarchical Knowledge

From Search to Reasoning: A Five-Level RAG Capability Framework for Enterprise Data

Query-Centric Graph Retrieval Augmented Generation

Clue-RAG: Towards Accurate and Cost-Efficient Graph-based RAG via Multi-Partite Graph and Query-Driven Iterative Retrieval

GeoGPT-RAG Technical Report

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

Enhancing Technical Documents Retrieval for RAG

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain

HF-RAG: Hierarchical Fusion-based RAG with Multiple Sources and Rankers

Federated Retrieval-Augmented Generation: A Systematic Mapping Study

An Agile Method for Implementing Retrieval Augmented Generation Tools in Industrial SMEs

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation

Exposing Privacy Risks in Graph Retrieval-Augmented Generation

Test-time Corpus Feedback: From Retrieval to RAG

A Question Answering Dataset for Temporal-Sensitive Retrieval-Augmented Generation

From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation

Retrieval-Augmented Generation with Conflicting Evidence

PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization