RAG / 检索增强生成 - arXivDaily 专题

2506.09542 2025-10-21 cs.CL 83%

KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs

Dingjun Wu, Yukun Yan, Zhenghao Liu, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学）； Northeastern University（东北大学）

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

2510.13193 2025-10-17 cs.IR 83%

ReMindRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG

Yikuan Hu, Jifeng Zhu, Lanrui Tang, Chen Huang

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 NeurIPS 2025

2506.07037 2025-10-16 cs.CL 83%

KG2QA: Knowledge Graph-enhanced Retrieval-augmented Generation for Communication Standards Question Answering

Zhongze Luo, Weixuan Wan, Tianya Zhang, Dan Wang, Xiaoying Tang

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）科学与工程学院）； School of Microelectronics, Xi'an Jiaotong University, China（西安交通大学微电子学院）

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

2510.02044 2025-10-03 cs.CL cs.SD eess.AS 83%

Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage

Siddhant Arora, Haidar Khan, Kai Sun, Xin Luna Dong, Sajal Choudhary, Seungwhan Moon, Xinyuan Zhang, Adithya Sagar, Surya Teja Appini, Kaushik Patnaik, Sanat Sharma, Shinji Watanabe, Anuj Kumar, Ahmed Aly, Yue Liu, Florian Metze, Zhaojiang Lin

机构 * Meta ； Carnegie Mellon University（卡内基梅隆大学）

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

2505.07618 2025-09-30 cs.IR 83%

KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation

Ching Han Chen, Ming Fang Shiu

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

Comments 10 pages, 4 figures and 6 tables

2508.15313 2025-09-16 cs.CV cs.AI 83%

First RAG, Second SEG: A Training-Free Paradigm for Camouflaged Object Detection

Wutao Liu, YiDan Wang, Pan Gao

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学）

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

2509.08907 2025-09-12 cs.CL 83%

Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach

Imene Kolli, Ario Saeid Vaghefi, Chiara Colesanti Senni, Shantam Raj, Markus Leippold

机构 * University of Zurich, Department of Finance（苏黎世大学金融系）； University of Zurich, Department of Informatics（苏黎世大学信息学系）； Swiss Finance Institute（瑞士金融研究所）

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

2507.02949 2025-09-09 cs.CL 83%

RADIANT: Retrieval AugmenteD entIty-context AligNmenT -- Introducing RAG-ability and Entity-Context Divergence

Vipula Rawte, Rajarshi Roy, Gurpreet Singh, Danush Khanna, Yaswanth Narsupalli, Basab Ghosh, Abhay Gupta, Argha Kamal Samanta, Aditya Shingote, Aadi Krishna Vikram, Vinija Jain, Aman Chadha, Amit Sheth, Amitava Das

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

2508.16172 2025-09-08 cs.AI 83%

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain

Kai Hu, Parfait Atchade-Adelomou, Carlo Adornetto, Adrian Mora-Carrero, Luis Alonso-Pastor, Ariel Noyman, Yubo Liu, Kent Larson

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

2509.00100 2025-09-03 cs.AI 83%

MODE: Mixture of Document Experts for RAG

Rahul Anand

机构 * Rahul Anand（独立研究者）

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

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

1. 图谱与结构化RAG 969 篇

KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs

ReMindRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG

KG2QA: Knowledge Graph-enhanced Retrieval-augmented Generation for Communication Standards Question Answering

Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage

KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation

First RAG, Second SEG: A Training-Free Paradigm for Camouflaged Object Detection

Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach

RADIANT: Retrieval AugmenteD entIty-context AligNmenT -- Introducing RAG-ability and Entity-Context Divergence

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain

MODE: Mixture of Document Experts for RAG

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