RAG / 检索增强生成

EasyTUS: A Comprehensive Framework for Fast and Accurate Table Union Search across Data Lakes

Tim Otto

专题命中 图谱与结构化RAG ：vector search(abstract)；分类 cs.DB

Comments Copyright 2025 IEEE. This is the author's version of the work that has been accepted for publication in Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2025). The final version of record is available at: tba

BambooKG: A Neurobiologically-inspired Frequency-Weight Knowledge Graph

Vanya Arikutharam, Arkadiy Ukolov

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

CMOMgen: Complex Multi-Ontology Alignment via Pattern-Guided In-Context Learning

Marta Contreiras Silva, Daniel Faria, Catia Pesquita

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

Comments 32 pages, 5 figures

Structured Interfaces for Automated Reasoning with 3D Scene Graphs

Aaron Ray, Jacob Arkin, Harel Biggie, Chuchu Fan, Luca Carlone, Nicholas Roy

机构 * Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments 25 pages, 3 figures

FHE-SQL: Fully Homomorphic Encrypted SQL Database

Po-Yu Tseng, Po-Chu Hsu, Shih-Wei Liao

专题命中 图谱与结构化RAG ：vector search(abstract)；分类 cs.DB

Comments 12 pages, 1 figures, Keywords: Fully Homomorphic Encryption, Private Information Retrieval, Encrypted Databases, Privacy-Preserving Systems

Small Language Models for Agentic Systems: A Survey of Architectures, Capabilities, and Deployment Trade offs

Raghav Sharma, Manan Mehta

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

Comments 9 Pages

Memory Management and Contextual Consistency for Long-Running Low-Code Agents

Jiexi Xu

机构 * University of California, Irvine School of Information & Computer Science（加州大学尔湾分校信息与计算机科学学院） 纠错

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

Comments 12 pages, 5 figures, 1 table

AppAgent v2: Advanced Agent for Flexible Mobile Interactions

Yanda Li, Chi Zhang, Wenjia Jiang, Wanqi Yang, Bin Fu, Pei Cheng, Xin Chen, Ling Chen, Yunchao Wei

机构 * University of Technology Sydney（悉尼技术大学） ； Tencent（腾讯） ； Beijing Jiaotong University（北京交通大学） ； Westlake University（西湖大学） 纠错

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

Dynamic Injection of Entity Knowledge into Dense Retrievers

Ikuya Yamada, Ryokan Ri, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

机构 * Studio Ousia（Ousia工作室） ； RIKEN AIP（理化学研究所AIP） ； SB Intuitions ； The University of Tokyo（东京大学） 纠错

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments EMNLP Findings

PrivComp-KG : Leveraging Knowledge Graph and Large Language Models for Privacy Policy Compliance Verification

Leon Garza, Lavanya Elluri, Anantaa Kotal, Aritran Piplai, Deepti Gupta, Anupam Joshi

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

Fact or Guesswork? Evaluating Large Language Models' Medical Knowledge with Structured One-Hop Judgments

Jiaxi Li, Yiwei Wang, Kai Zhang, Yujun Cai, Bryan Hooi, Nanyun Peng, Kai-Wei Chang, Jin Lu

机构 * University of Georgia（佐治亚大学） ； University of California, Merced（加州大学默塞德分校） ； Lehigh University（莱特大学） ； The University of Queensland（昆士兰大学） ； National University of Singapore（新加坡国立大学） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

Comments 15 pages, 11 figures

Guided Navigation in Knowledge-Dense Environments: Structured Semantic Exploration with Guidance Graphs

Dehao Tao, Guangjie Liu, Weizheng, Yongfeng Huang, Minghu jiang

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL

KG-Augmented Executable CoT for Mathematical Coding

Xingyu Chen, Junxiu An, Jun Guo, Li Wang, Jingcai Guo

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.AI

Comments 9 pages,2figures,6 tables

Tackling Distribution Shift in LLM via KILO: Knowledge-Instructed Learning for Continual Adaptation

Iing Muttakhiroh, Thomas Fevens

机构 * Concordia University（康科迪亚大学） 纠错

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL

FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph

Xiang Li, Penglei Sun, Wanyun Zhou, Zikai Wei, Yongqi Zhang, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； International Digital Economy Academy（国际数字经济学院） 纠错

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

Towards Temporal Knowledge Graph Alignment in the Wild

Runhao Zhao, Weixin Zeng, Wentao Zhang, Xiang Zhao, Jiuyang Tang, Lei Chen

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

Comments 18 pages, 6 figures

Introducing the Swiss Food Knowledge Graph: AI for Context-Aware Nutrition Recommendation

Lubnaa Abdur Rahman, Ioannis Papathanail, Stavroula Mougiakakou

机构 * Graduate School for Cellular and Biomedical Sciences（细胞与生物医学研究生院） ； University of Bern（伯恩大学） 纠错

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

Comments 10 pages, 2 Figures, 7 tables

Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge

Mohammad Reza Rezaei, Reza Saadati Fard, Jayson L. Parker, Rahul G. Krishnan, Milad Lankarany

机构 * University of Toronto（多伦多大学） ； Vector Institute（向量研究所） ； Worcester Polytechnic Institute（沃思菲技术学院） 纠错

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

Talking to GDELT Through Knowledge Graphs

Audun Myers, Max Vargas, Sinan G. Aksoy, Cliff Joslyn, Benjamin Wilson, Lee Burke, Tom Grimes

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR

Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs

Vyacheslav Tykhonov, Han Yang, Philipp Mayr, Jetze Touber, Andrea Scharnhorst

机构 * Networked Services, Royal Netherlands Academy of Arts（艺术与科学皇家荷兰科学院网络服务） ； Sciences (DANS-KNAW), 2593 HW The Hague, Anna van Saksenlaan 51, The Netherlands（科学（DANS-KNAW），荷兰海牙安娜·范·萨克森兰恩51号） ； GESIS -- Leibniz-Institute for the Social Sciences, Cologne, Germany（莱布尼茨社会科学研究所，科隆，德国） 纠错

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

Comments 10 pages, 3 figures, Accepted at Joint Workshop of the 5th AI + Informetrics (AII) and the 6th Extraction and Evaluation of Knowledge Entities from Scientific Documents (EEKE)

Repeton: Structured Bug Repair with ReAct-Guided Patch-and-Test Cycles

Nguyen Phu Vinh, Anh Chung Hoang, Chris Ngo, Truong-Son Hy

机构 * Uppsala University Sweden ； Hanoi University of Science \& Technology Vietnam ； Knovel Engineering Lab Singapore ； The University of Alabama at Birmingham USA ； Uppsala University ； Hanoi University of Science \& Technology ； Knovel Engineering Lab ； The University of Alabama at Birmingham ； Institute for Clarity in Documentation Dublin Ohio USA ； Inria Paris-Rocquencourt Rocquencourt France ； Rajiv Gandhi University Doimukh Arunachal Pradesh India ； Tsinghua University Haidian Qu Beijing Shi China ； Palmer Research Laboratories San Antonio Texas USA ； Institute for Clarity in Documentation ； Inria Paris-Rocquencourt ； Rajiv Gandhi University ； Tsinghua University ； Palmer Research Laboratories 纠错

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

Improving LLMs with a knowledge from databases

Petr Máša

机构 * Department of Information and Knowledge Engineering（信息与知识工程系） ； Prague University of Economics and Business（布拉格经济与商业大学） 纠错

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

Contextual Memory Intelligence -- A Foundational Paradigm for Human-AI Collaboration and Reflective Generative AI Systems

Kristy Wedel

机构 * Franklin University（弗兰克林大学） 纠错

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

Comments 32 pages, 9 tables, 1 figure

LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table

Yusuke Matsui

机构 * The University of Tokyo（东京大学） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR

Comments CVPR 2025. GitHub: https://github.com/matsui528/lotf

Annotative Indexing

Charles L. A. Clarke

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

Comments Code at https://github.com/claclark/Cottontail

Journal ref Annotative Indexing. Information Retrieval Research, 1(1), 109-136 (2025)

Talking to Data: Designing Smart Assistants for Humanities Databases

Alexander Sergeev, Valeriya Goloviznina, Mikhail Melnichenko, Evgeny Kotelnikov

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

Comments Accepted for InterSys-2025 conference

What's In Your Field? Mapping Scientific Research with Knowledge Graphs and Large Language Models

Abhipsha Das, Nicholas Lourie, Siavash Golkar, Mariel Pettee

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

Comments 9 pages, 5 pdf figures

Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems

Roberto Pugliese, George Kourousias, Francesco Venier, Grazia Garlatti Costa

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

A Grounded Memory System For Smart Personal Assistants

Felix Ocker, Jörg Deigmöller, Pavel Smirnov, Julian Eggert

机构 * Honda Research Institute Europe（本田研究院欧洲分部） 纠错

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

Comments 8 pages, 5 figures, accepted for the ESWC 2025 TEXT2KG workshop

A New Perspective on ADHD Research: Knowledge Graph Construction with LLMs and Network Based Insights

Hakan T. Otal, Stephen V. Faraone, M. Abdullah Canbaz

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

Comments 12 pages, 2 figures