RAG / 检索增强生成 - arXivDaily 专题

2504.05163 2025-09-01 cs.AI 83%

Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness

Dongzhuoran Zhou, Yuqicheng Zhu, Xiaxia Wang, Yuan He, Jiaoyan Chen, Steffen Staab, Evgeny Kharlamov

机构 * University of Oslo（奥斯陆大学）； Bosch Center for AI（博世人工智能中心）； University of Stuttgart（斯图加特大学）； University of Oxford（牛津大学）； The University of Manchester（曼彻斯特大学）； University of Southampton（南安普顿大学）

专题命中图谱与结构化RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments IRISAI'25

2508.17556 2025-08-26 cs.DB 83%

SEFRQO: A Self-Evolving Fine-Tuned RAG-Based Query Optimizer

Hanwen Liu, Qihan Zhang, Ryan Marcus, Ibrahim Sabek

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.DB

Comments To appear at SIGMOD 2026 (https://2026.sigmod.org/)

2508.04710 2025-08-08 cs.IR 83%

Augmented Question-guided Retrieval (AQgR) of Indian Case Law with LLM, RAG, and Structured Summaries

Vishnuprabha V, Daleesha M Viswanathan, Rajesh R, Aneesh V Pillai

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.IR

2508.02611 2025-08-08 cs.SE cs.AI 83%

Meta-RAG on Large Codebases Using Code Summarization

Vali Tawosi, Salwa Alamir, Xiaomo Liu, Manuela Veloso

机构 * JP Morgan AI Research, UK（英国JPMorgan人工智能研究）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.AI

2504.07724 2025-08-06 cs.CL 83%

The Multi-Round Diagnostic RAG Framework for Emulating Clinical Reasoning

Penglei Sun, Yixiang Chen, Xiang Li, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

2507.07426 2025-08-01 cs.AI cs.CE 83%

DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search

Zerui Yang, Yuwei Wan, Siyu Yan, Yudai Matsuda, Tong Xie, Bram Hoex, Linqi Song

机构 * City University of Hong Kong, Hong Kong, PR China（香港城市大学）； City University of Hong Kong Shenzhen Research Institute, Shenzhen, PR China（香港城市大学深圳研究院）； The Hong Kong University of Science and Technology (Guangzhou), Guangzhou PR China（香港科学与技术大学（广州））； GreenDynamics, Sydney, NSW, Australia（GreenDynamics公司）； University of New South Wales, Kensington, NSW, Australia（新南威尔士大学）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2507.23217 2025-08-01 cs.LG cs.AI 83%

Zero-Shot Document Understanding using Pseudo Table of Contents-Guided Retrieval-Augmented Generation

Hyeon Seong Jeong, Sangwoo Jo, Byeong Hyun Yoon, Yoonseok Heo, Haedong Jeong, Taehoon Kim

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

2507.21585 2025-07-30 cs.AI 83%

SafeDriveRAG: Towards Safe Autonomous Driving with Knowledge Graph-based Retrieval-Augmented Generation

Hao Ye, Mengshi Qi, Zhaohong Liu, Liang Liu, Huadong Ma

机构 * State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications（网络与交换技术国家重点实验室，北京邮电大学）

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

2506.23136 2025-07-01 cs.CL 83%

LLM-Assisted Question-Answering on Technical Documents Using Structured Data-Aware Retrieval Augmented Generation

Shadman Sobhan, Mohammad Ariful Haque

机构 * Department of Electrical & Electronic Engineering, Bangladesh University of Engineering & Technology（电子与电气工程系，孟加拉国工程与技术大学）

专题命中图谱与结构化RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments 29 Pages, 11 Tables

2506.18559 2025-06-24 cs.AI cs.LO 83%

T-CPDL: A Temporal Causal Probabilistic Description Logic for Developing Logic-RAG Agent

Hong Qing Yu

机构 * University of Derby（德比大学）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2506.15241 2025-06-19 cs.CL 83%

Research on Graph-Retrieval Augmented Generation Based on Historical Text Knowledge Graphs

Yang Fan, Zhang Qi, Xing Wenqian, Liu Chang, Liu Liu

专题命中图谱与结构化RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

2411.13773 2025-06-17 cs.NI cs.AI 83%

FastRAG: Retrieval Augmented Generation for Semi-structured Data

Amar Abane, Anis Bekri, Abdella Battou, Saddek Bensalem

机构 * NIST（美国国家标准与技术研究院）； Université Grenoble Alpes（格勒诺布尔阿尔卑斯大学）

专题命中图谱与结构化RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

2506.05939 2025-06-09 cs.IR 83%

Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graphs for Retrieval-Augmented Generation

Ze Yu Zhang, Zitao Li, Yaliang Li, Bolin Ding, Bryan Kian Hsiang Low

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

Comments 24 pages, 4 figures

2506.02503 2025-06-04 cs.CL 83%

KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG

Yongjian Li, HaoCheng Chu, Yukun Yan, Zhenghao Liu, Shi Yu, Zheni Zeng, Ruobing Wang, Sen Song, Zhiyuan Liu, Maosong Sun

机构 * School of Biomedical Engineering, Tsinghua, China（清华大学生物医学工程学院）； School of Informatics, Xiamen University, China（厦门大学信息学院）； Department of Computer Science and Technology, Institute for AI, Tsinghua University, China（清华大学计算机科学与技术系）； Dept. of Computer Science and Technology, Northeastern University, Shenyang, China（东北大学沈阳校区计算机科学与技术系）； Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China（中国科学院信息工程研究所）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

2506.01063 2025-06-03 cs.IR 83%

AI4Contracts: LLM & RAG-Powered Encoding of Financial Derivative Contracts

Maruf Ahmed Mridul, Ian Sloyan, Aparna Gupta, Oshani Seneviratne

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

Comments 8 pages, 3 figures, 2 tables

2506.00576 2025-06-03 cs.LG cs.AI 83%

ORAN-GUIDE: RAG-Driven Prompt Learning for LLM-Augmented Reinforcement Learning in O-RAN Network Slicing

Fatemeh Lotfi, Hossein Rajoli, Fatemeh Afghah

机构 * Department of Electrical & Computer Engineering, Clemson University（电气与计算机工程系，克莱姆森大学）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2501.02226 2025-05-29 cs.IR 83%

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Shijie Wang, Wenqi Fan, Yue Feng, Shanru Lin, Xinyu Ma, Shuaiqiang Wang, Dawei Yin

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

Comments Accepted by ACL 2025 main conference

2503.24245 2025-05-22 cs.CL 83%

Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation

Dun Yuan, Hao Zhou, Di Wu, Xue Liu, Hao Chen, Yan Xin, Jianzhong, Zhang

机构 * School of Computer Science（计算机科学学院）； Department of Electrical and Computer Engineering（电气与计算机工程系）； Standards and Mobility Innovation Lab（标准与移动创新实验室）； Samsung Research America（三星美国研究）

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

2505.13006 2025-05-20 cs.CL 83%

Evaluating the Performance of RAG Methods for Conversational AI in the Airport Domain

Yuyang Li, Philip J. M. Kerbusch, Raimon H. R. Pruim, Tobias Käfer

机构 * Karlsruhe Institute of Technology（卡尔斯鲁厄理工学院）； Royal Schiphol Group（皇家施比尔集团）

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted by NAACL 2025 industry track

Journal ref In Proc. NAACL-HLT 2025 Industry Track, pp. 794-808. Albuquerque, NM, 2025

2504.04578 2025-04-08 cs.AI cs.LG cs.RO 83%

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification

Cristina Cornelio, Flavio Petruzzellis, Pietro Lio

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

2504.00187 2025-04-02 cs.CL cs.LG 83%

Insight-RAG: Enhancing LLMs with Insight-Driven Augmentation

Pouya Pezeshkpour, Estevam Hruschka

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.CL

2406.18114 2025-04-01 cs.IR 83%

Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysis

Lukas Bahr, Christoph Wehner, Judith Wewerka, José Bittencourt, Ute Schmid, Rüdiger Daub

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

Journal ref Journal of Industrial Information Integration, Volume 45, 2025, 100807, ISSN 2452-414X,

2503.20950 2025-03-28 cs.AI 83%

DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care

Yutong Song, Chenhan Lyu, Pengfei Zhang, Sabine Brunswicker, Nikil Dutt, Amir Rahmani

专题命中图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；knowledge retrieval(abstract)；分类 cs.AI

Comments Accepted by AAAI 2025 Workshop on Knowledge Graphs for Personalized Public Health

2405.20446 2025-03-10 cs.CR cs.AI cs.LG 83%

Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation

Maya Anderson, Guy Amit, Abigail Goldsteen

专题命中图谱与结构化RAG ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Comments 12 pages, 4 figures

Journal ref Proceedings of the 11th International Conference on Information Systems Security and Privacy - Volume 2: ICISSP 2025; ISBN 978-989-758-735-1; ISSN 2184-4356, SciTePress, pages 474-485

2502.15237 2025-02-24 cs.IR 83%

From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants

Manisha Mukherjee, Sungchul Kim, Xiang Chen, Dan Luo, Tong Yu, Tung Mai

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

2408.12003 2025-02-21 cs.CL 83%

RAG-Optimized Tibetan Tourism LLMs: Enhancing Accuracy and Personalization

Jinhu Qi, Shuai Yan, Yibo Zhang, Wentao Zhang, Rong Jin, Yuwei Hu, Ke Wang

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted by AIPR 2024

2409.08820 2025-02-13 cs.AI 83%

A RAG Approach for Generating Competency Questions in Ontology Engineering

Xueli Pan, Jacco van Ossenbruggen, Victor de Boer, Zhisheng Huang

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Journal ref 18th International Conference on Metadata and Semantics Research (MTSR2024)

2502.07223 2025-02-12 cs.CL 83%

Graph RAG-Tool Fusion

Elias Lumer, Pradeep Honaganahalli Basavaraju, Myles Mason, James A. Burke, Vamse Kumar Subbiah

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments 25 pages, 14 figures, 2 tables

2411.02959 2025-02-10 cs.IR 83%

HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG Systems

Jiejun Tan, Zhicheng Dou, Wen Wang, Mang Wang, Weipeng Chen, Ji-Rong Wen

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

Comments Accepted by WWW 2025 main conference. Repo: https://github.com/plageon/HtmlRAG

2501.18320 2025-01-31 cs.AI eess.SP 83%

Leveraging LLM Agents for Automated Optimization Modeling for SASP Problems: A Graph-RAG based Approach

Tianpeng Pan, Wenqiang Pu, Licheng Zhao, Rui Zhou

专题命中图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

1. 图谱与结构化RAG 969 篇

Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness

SEFRQO: A Self-Evolving Fine-Tuned RAG-Based Query Optimizer

Augmented Question-guided Retrieval (AQgR) of Indian Case Law with LLM, RAG, and Structured Summaries

Meta-RAG on Large Codebases Using Code Summarization

The Multi-Round Diagnostic RAG Framework for Emulating Clinical Reasoning

DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search

Zero-Shot Document Understanding using Pseudo Table of Contents-Guided Retrieval-Augmented Generation

SafeDriveRAG: Towards Safe Autonomous Driving with Knowledge Graph-based Retrieval-Augmented Generation

LLM-Assisted Question-Answering on Technical Documents Using Structured Data-Aware Retrieval Augmented Generation

T-CPDL: A Temporal Causal Probabilistic Description Logic for Developing Logic-RAG Agent

Research on Graph-Retrieval Augmented Generation Based on Historical Text Knowledge Graphs

FastRAG: Retrieval Augmented Generation for Semi-structured Data

Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graphs for Retrieval-Augmented Generation

KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG

AI4Contracts: LLM & RAG-Powered Encoding of Financial Derivative Contracts

ORAN-GUIDE: RAG-Driven Prompt Learning for LLM-Augmented Reinforcement Learning in O-RAN Network Slicing

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation

Evaluating the Performance of RAG Methods for Conversational AI in the Airport Domain

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification

Insight-RAG: Enhancing LLMs with Insight-Driven Augmentation

Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysis

DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care

Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation

From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants

RAG-Optimized Tibetan Tourism LLMs: Enhancing Accuracy and Personalization

A RAG Approach for Generating Competency Questions in Ontology Engineering

Graph RAG-Tool Fusion

HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG Systems

Leveraging LLM Agents for Automated Optimization Modeling for SASP Problems: A Graph-RAG based Approach