From Local to Global: A Graph RAG Approach to Query-Focused Summarization

20 February 2025

Dasha Metropolitansky

Papers citing "From Local to Global: A Graph RAG Approach to Query-Focused Summarization"

50 / 276 papers shown

Title
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse Marcos Da Silveira Louis Deladiennee Kheira Acem Oona Freudenthal 79 1 0 10 Dec 2024
Generative Adversarial Reviews: When LLMs Become the Critic Nicolas Bougie Narimasa Watanabe 122 2 0 09 Dec 2024
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan Wen Liu Chuan Shi RALM 150 1 0 07 Dec 2024
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Samuel Abedu SayedHassan Khatoonabadi Emad Shihab 90 0 0 05 Dec 2024
Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents Raj Jaiswal Dhruv Jain Harsh Parimal Popat Avinash Anand Abhishek Dharmadhikari Atharva Marathe R. Shah LRM AI4CE 115 3 0 01 Dec 2024
Knowledge Management for Automobile Failure Analysis Using Graph RAG Yuta Ojima Hiroki Sakaji Tadashi Nakamura Hiroaki Sakata Kazuya Seki Yuu Teshigawara Masami Yamashita Kazuhiro Aoyama 76 0 0 29 Nov 2024
Neurosymbolic Graph Enrichment for Grounded World Models S. D. Giorgis Aldo Gangemi Alessandro Russo NAI 98 0 0 19 Nov 2024
Neon: News Entity-Interaction Extraction for Enhanced Question Answering Sneha Singhania Silviu Cucerzan Allen Herring S. Jauhar KELM 96 0 0 19 Nov 2024
Graph Neural Networks on Graph Databases Dmytro Lopushanskyy Borun Shi GNN 98 0 0 18 Nov 2024
Trustful LLMs: Customizing and Grounding Text Generation with Knowledge Bases and Dual Decoders Xiaofeng Zhu Jaya Krishna Mandivarapu HILM 96 0 0 12 Nov 2024
World Models: The Safety Perspective Zifan Zeng Chongzhe Zhang Feng Liu Joseph Sifakis Qunli Zhang Shiming Liu Peng Wang KELM LLMAG 56 1 0 12 Nov 2024
Leveraging Retrieval-Augmented Generation for Persian University Knowledge Retrieval Arshia Hemmat Kianoosh Vadaei Mohammad Hassan Heydari Afsaneh Fatemi RALM 80 1 0 09 Nov 2024
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs Shan Zhong Jiahao Zeng Yongxin Yu Bohong Lin 73 1 0 09 Nov 2024
MEG: Medical Knowledge-Augmented Large Language Models for Question Answering Laura Cabello Carmen Martin-Turrero Uchenna Akujuobi Anders Søgaard Carlos Bobed AI4MH 243 1 0 06 Nov 2024
Transforming Engineering Education Using Generative AI and Digital Twin Technologies Yu-Zheng Lin Ahmed Alhamadah Matthew William Redondo Karan Himanshu Patel Sujan Ghimire B. S. Latibari Soheil Salehi Pratik Satam AI4CE 73 2 0 02 Nov 2024
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models Xinyi Leng Jason Liang Jack Mauro Xiang Wang Andrea L. Bertozzi ... Junyuan Lin Bohan Chen Chenchen Ye Temple Daniel P. Brantingham 35 0 0 01 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 123 2 0 01 Nov 2024
EmbodiedRAG: Dynamic 3D Scene Graph Retrieval for Efficient and Scalable Robot Task Planning Meghan Booker Grayson Byrd Bethany Kemp Aurora Schmidt Corban Rivera LM&Ro 53 2 0 31 Oct 2024
GraphAide: Advanced Graph-Assisted Query and Reasoning System Sumit Purohit George Chin Patrick S Mackey Joseph A Cottam 46 0 0 29 Oct 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 110 11 0 28 Oct 2024
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 88 3 0 26 Oct 2024
Two are better than one: Context window extension with multi-grained self-injection Wei Han Pan Zhou Soujanya Poria Shuicheng Yan 58 0 0 25 Oct 2024
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A Platforms Ziyang Chen Xiaobin Wang Yong Jiang Jinzhi Liao Pengjun Xie Fei Huang Xiang Zhao 380 0 0 23 Oct 2024
Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight Oliver Bensch Leonie Bensch Tommy Nilsson Florian Saling Wafa Sadri Carsten Hartmann Tobias Hecking J. Nathan Kutz 20 0 0 21 Oct 2024
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs Alireza Rezazadeh Zichao Li Wei Wei Yujia Bao 107 4 0 17 Oct 2024
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Ziqiang Liu Shiwei Li ... Yiming Lei Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 114 20 0 16 Oct 2024
DocLayout-YOLO: Enhancing Document Layout Analysis through Diverse Synthetic Data and Global-to-Local Adaptive Perception Zhiyuan Zhao Hengrui Kang Bin Wang Zeang Sheng 52 12 0 16 Oct 2024
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing Shreya Shankar Tristan Chambers Eugene Wu Aditya G. Parameswaran Eugene Wu LLMAG 90 7 0 16 Oct 2024
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data Xinjie Zhao Moritz Blum Rui Yang Boming Yang Luis Márquez Carpintero ... Haoyang Li Yanran Fu Rongpin Wang Juntao Zhang Irene Li 56 4 0 15 Oct 2024
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG X. Zhao Yan Zhong Zetian Sun Xinshuo Hu Zhenyu Liu Dongfang Li Baotian Hu Min Zhang 135 7 0 14 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 103 4 0 14 Oct 2024
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization Zhuoqun Li Xuanang Chen Haiyang Yu Hongyu Lin Yaojie Lu Qiaoyu Tang Fei Huang Jia Zheng Le Sun Yongbin Li 50 12 0 11 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 101 9 0 10 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo Lianghao Xia Yanhua Yu Tu Ao Chao Huang 76 19 0 08 Oct 2024
Leverage Knowledge Graph and Large Language Model for Law Article Recommendation: A Case Study of Chinese Criminal Law Yongming Chen Miner Chen Ye Zhu Juan Pei Siyu Chen Yu Zhou Yi Wang Yifan Zhou Hao Li Songan Zhang AILaw ELM 92 1 0 07 Oct 2024
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval Pengcheng Jiang Cao Xiao Minhao Jiang Parminder Bhatia Taha A. Kass-Hout Jimeng Sun Jiawei Han RALM AI4MH 111 6 0 06 Oct 2024
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization Ryan Barron Ves Grantcharov Selma Wanna Maksim E. Eren Manish Bhattarai ... George Tompkins Charles K. Nicholas Kim Ø. Rasmussen Cynthia Matuszek Boian S. Alexandrov RALM 78 7 0 03 Oct 2024
Recursive Abstractive Processing for Retrieval in Dynamic Datasets Charbel Chucri Rami Azouz Joachim Ott 50 0 0 02 Oct 2024
MinerU: An Open-Source Solution for Precise Document Content Extraction Bin Wang Chao Xu Xiaomeng Zhao Linke Ouyang Fan Wu ... Wei Li Botian Shi Yu Qiao Dahua Lin Conghui He 42 35 0 27 Sep 2024
Embodied-RAG: General Non-parametric Embodied Memory for Retrieval and Generation Quanting Xie So Yeon Min Tianyi Zhang Kedi Xu Aarav Bajaj Ruslan Salakhutdinov Matthew Johnson-Roberson Yonatan Bisk Matthew Johnson-Roberson Yonatan Bisk LM&Ro 80 10 0 26 Sep 2024
EvAlignUX: Advancing UX Research through LLM-Supported Exploration of Evaluation Metrics Qingxiao Zheng Minrui Chen Pranav Sharma Yiliu Tang Mehul Oswal Yiren Liu Yun Huang ELM 46 2 0 23 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 66 39 0 23 Sep 2024
InterMind: A Doctor-Patient-Family Interactive Depression Assessment System Empowered by Large Language Models Zhiyuan Zhou Jilong Liu Sanwang Wang Shijie Hao Yanrong Guo Richang Hong AI4MH 48 0 0 23 Sep 2024
KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems Zixuan Wang Bo Yu Junzhe Zhao Wenhao Sun Sai Hou Shuai Liang Xing Hu Yinhe Han Yiming Gan 90 2 0 23 Sep 2024
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis Sakhinana Sagar Srinivas Vijay Sri Vaikunth Venkataramana Runkana 39 1 0 21 Sep 2024
AQA: Adaptive Question Answering in a Society of LLMs via Contextual Multi-Armed Bandit Mohanna Hoveyda A. D. Vries Maarten de Rijke Harrie Oosterhuis Faegheh Hasibi 29 3 0 20 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 392 2 0 20 Sep 2024
A New Perspective on ADHD Research: Knowledge Graph Construction with LLMs and Network Based Insights Hakan T. Otal Stephen V. Faraone M. Abdullah Canbaz OffRL 42 0 0 19 Sep 2024
Strategic management analysis: from data to strategy diagram by LLM R. Brath Adam Bradley D. Jonker 50 1 0 10 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 69 16 0 10 Sep 2024