RAG / 检索增强生成

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

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,

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

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

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

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

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)

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

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

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

FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs

Zengyi Gao, Yukun Cao, Hairu Wang, Ao Ke, Yuan Feng, Xike Xie, S Kevin Zhou

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

Unimib Assistant: designing a student-friendly RAG-based chatbot for all their needs

Chiara Antico, Stefano Giordano, Cansu Koyuturk, Dimitri Ognibene

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

Comments Accepted for Italian Workshop on Artificial Intelligence for Human Machine Interaction (AIxHMI 2024), November 26, 2024, Bolzano, Italy

Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation

Yuxin Dong, Shuo Wang, Hongye Zheng, Jiajing Chen, Zhenhong Zhang, Chihang Wang

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

ConfusedPilot: Confused Deputy Risks in RAG-based LLMs

Ayush RoyChowdhury, Mulong Luo, Prateek Sahu, Sarbartha Banerjee, Mohit Tiwari

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

FRAG: Toward Federated Vector Database Management for Collaborative and Secure Retrieval-Augmented Generation

Dongfang Zhao

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

AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues

Oliver Bensch, Leonie Bensch, Tommy Nilsson, Florian Saling, Bernd Bewer, Sophie Jentzsch, Tobias Hecking, J. Nathan Kutz

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

Comments Accepted for the ESA SPAICE Conference 2024: AI in and for Space

HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction

Bhaskarjit Sarmah, Benika Hall, Rohan Rao, Sunil Patel, Stefano Pasquali, Dhagash Mehta

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

Comments 9 pages, 2 figures, 5 tables

A Method for Parsing and Vectorization of Semi-structured Data used in Retrieval Augmented Generation

Hang Yang, Jing Guo, Jianchuan Qi, Jinliang Xie, Si Zhang, Siqi Yang, Nan Li, Ming Xu

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

Comments 20 pages,4 figures, 5 tables

A Fine-tuning Enhanced RAG System with Quantized Influence Measure as AI Judge

Keshav Rangan, Yiqiao Yin

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

Comments 17 pages, 4 figures

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis

M. Hamza Mughal, Rishabh Dabral, Merel C. J. Scholman, Vera Demberg, Christian Theobalt

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)

Comments CVPR 2025. Project page: https://vcai.mpi-inf.mpg.de/projects/RAG-Gesture/

SchemaLink: An Intelligent Web Editor for LinkML Schema Curation

SchemaLink：用于LinkML模式管理的智能Web编辑器

Emanuele Cavalleri, Paolo Perlasca, J. Harry Caufield, Justin Reese, Christopher J. Mungall, Marco Mesiti

专题命中 图谱与结构化RAG ：RAG(summary_cn,abstract)；分类 cs.AI、cs.DB

AI总结 本文提出基于Web的SchemaLink，通过图形化语言和RAG方法简化LinkML模式的设计与管理，生成高质量模式，相关资源开源提供。

MinerU-Popo: Universal Post-Processing Model for Structured Document Parsing

MinerU-Popo：结构化文档解析的通用后处理模型

Bangrui Xu, Ziyang Miao, Xuanhe Zhou, Yiming Lin, Zirui Tang, Xiaomeng Zhao, Fan Wu, Cheng Tan, Fan Wu, Bin Wang, Conghui He

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai Artificial Intelligence Laboratory, OpenDataLab（上海人工智能实验室，OpenDataLab） ； University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 图谱与结构化RAG ：RAG(summary_cn,abstract)；分类 cs.CL、cs.AI

AI总结 提出MinerU-Popo轻量级通用后处理框架，通过分解为文本/表格截断恢复、标题层级重建和图文关联四个子任务，并利用动态分块和重叠同步将OCR页面级结果重构为文档级逻辑结构，显著提升标题层级TEDS和RAG准确性。

Comments The code is available at https://github.com/opendatalab/MinerU-Popo

RAG-Enabled Intent Reasoning for Application-Network Interaction

支持应用-网络交互的意图推理（RAG）

Salwa Mostafa, Mohamed K. Abdel-Aziz, Mohammed S. Elbamby, Mehdi Bennis

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)

AI总结 本文提出基于RAG的意图推理框架，用于自动网络操作与管理。通过结合机器推理、检索增强生成和生成式AI技术，实现不同应用的意图翻译，提升网络交互的智能化和领域适应性。

Unlocking Electronic Health Records: A Hybrid Graph RAG Approach to Safe Clinical AI for Patient QA

解锁电子健康记录：一种混合图RAG方法用于安全临床AI的患者问答

Samuel Thio, Matthew Lewis, Spiros Denaxas, Richard JB Dobson

专题命中 图谱与结构化RAG ：RAG(title,abstract)；分类 cs.IR、cs.CL、cs.AI

AI总结 本文提出MediGRAF，一种结合图检索与向量嵌入的混合RAG系统，通过整合结构化数据与非结构化文本，提升临床AI在患者问答中的安全性和准确性。

Comments 26 pages, 5 figures, 2 tables

Journal ref Frontiers in Digital Health, vol. 8, 2026

Effective and Unsupervised Social Event Detection and Evolution via RAG and Structural Entropy

基于RAG和结构熵的有效且无监督的社会事件检测与演化

Qitong Liu, Hao Peng, Zuchen Li, Xihang Meng, Ziyu Yang, Jiting Li, Li Sun, Philip S. Yu

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)

AI总结 RagSEDE通过引入代表性和多样性驱动的采样策略、基于RAG的新范式以及结构信息理论，有效解决了社交媒体中社会事件检测与演化中的三大挑战。

Comments 12 pages, 7 figures, accepted for The Web Conference (WWW) 2026

From Issues to Insights: RAG-based Explanation Generation from Software Engineering Artifacts

从问题到洞察：基于RAG的软件工程制品解释生成

Daniel Pöttgen, Mersedeh Sadeghi, Max Unterbusch, Andreas Vogelsang

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

AI总结 本文首次应用RAG方法从问题跟踪数据生成解释，实现90%的人工解释一致性，展示了结构化问题数据在提升软件系统可解释性方面的潜力。

Comments Accepted at NLBSE 2026, Rio de Janeiro, Brazil

Explainable Lane Change Prediction for Near-Crash Scenarios Using Knowledge Graph Embeddings and Retrieval Augmented Generation

基于知识图谱嵌入与检索增强生成的可解释性变道预测用于近碰撞场景

M. Manzour, A. Ballardini, R. Izquierdo, M. Á. Sotelo

机构 * Department of Computer Engineering, University of Alcalá（阿尔卡拉大学计算机工程系） 纠错

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

AI总结 本文提出利用知识图谱嵌入与检索增强生成技术，预测危险和安全变道，提升模型可解释性并提高预判准确性。

Journal ref 2025 IEEE Intelligent Vehicles Symposium (IV)

SafeHumanoid: VLM-RAG-driven Control of Upper Body Impedance for Humanoid Robot

SafeHumanoid: 通过VLM-RAG驱动的人形机器人上半身阻抗控制

Yara Mahmoud, Jeffrin Sam, Nguyen Khang, Marcelino Fernando, Issatay Tokmurziyev, Miguel Altamirano Cabrera, Muhammad Haris Khan, Artem Lykov, Dzmitry Tsetserukou

机构 * Skolkovo Institute of Science and Technology（斯克洛尔沃科学与技术研究所） 纠错

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

AI总结 SafeHumanoid通过VLM-RAG结合自身视觉，实现人形机器人上半身阻抗控制，提升人机交互的安全性与任务成功率。

PROPEX-RAG: Enhanced GraphRAG using Prompt-Driven Prompt Execution

Tejas Sarnaik, Manan Shah, Ravi Hegde

机构 * Indian Institute of Technology, Gandhinagar, Gujarat, India（印度理工学院冈丁加尔分校，古吉拉特邦，印度） 纠错

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

Comments Accepted in PReMI 2025

Understanding Users' Privacy Perceptions Towards LLM's RAG-based Memory

Shuning Zhang, Rongjun Ma, Ying Ma, Shixuan Li, Yiqun Xu, Xin Yi, Hewu Li

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)