RAG / 检索增强生成

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

Semantic Commit: Helping Users Update Intent Specifications for AI Memory at Scale

Priyan Vaithilingam, Munyeong Kim, Frida-Cecilia Acosta-Parenteau, Daniel Lee, Amine Mhedhbi, Elena L. Glassman, Ian Arawjo

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

Comments 22 pages; 10 figures

HyperCore: The Core Framework for Building Hyperbolic Foundation Models with Comprehensive Modules

Neil He, Menglin Yang, Rex Ying

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

Comments 11 pages, 4 figures

Business Entity Entropy

Adam McCabe, Matthew H. Chequers

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

Comments 23 pages, 14 figures, 2 tables. For more information on our research and applications in the decision<>context problem, visit https://convictional.com

Bridging Queries and Tables through Entities in Table Retrieval

Da Li, Keping Bi, Jiafeng Guo, Xueqi Cheng

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

A Comparative Study of PDF Parsing Tools Across Diverse Document Categories

Narayan S. Adhikari, Shradha Agarwal

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

Comments 17 pages,11 figures, 5 tables

GenEdit: Compounding Operators and Continuous Improvement to Tackle Text-to-SQL in the Enterprise

Karime Maamari, Connor Landy, Amine Mhedhbi

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

Empowering GraphRAG with Knowledge Filtering and Integration

Kai Guo, Harry Shomer, Shenglai Zeng, Haoyu Han, Yu Wang, Jiliang Tang

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

Can Structured Data Reduce Epistemic Uncertainty?

Shriram M S, Sushmitha S, Gayathri K S, Shahina A

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

Comments Presented at NeLaMKRR@KR, 2024 (arXiv:2410.05339)

Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection

Han Zhang, Langshi Zhou, Hanfang Yang

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

Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Zijian He, Reyna Abhyankar, Vikranth Srivatsa, Yiying Zhang

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

CHASE: A Native Relational Database for Hybrid Queries on Structured and Unstructured Data

Rui Ma, Kai Zhang, Zhenying He, Yinan Jing, X. Sean Wang, Zhenqiang Chen

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

Adaptations of AI models for querying the LandMatrix database in natural language

Fatiha Ait Kbir, Jérémy Bourgoin, Rémy Decoupes, Marie Gradeler, Roberto Interdonato

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

Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains

Kun Li, Tianhua Zhang, Xixin Wu, Hongyin Luo, James Glass, Helen Meng

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

Embedded Named Entity Recognition using Probing Classifiers

Nicholas Popovič, Michael Färber

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

Comments EMNLP 2024 (main)

Integrating AI's Carbon Footprint into Risk Management Frameworks: Strategies and Tools for Sustainable Compliance in Banking Sector

Nataliya Tkachenko

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