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
An overview of domain-specific foundation model: key technologies, applications and challenges Haolong Chen Hanzhi Chen Zijian Zhao Kaifeng Han Guangxu Zhu Yichen Zhao Ying Du Wei Xu Qingjiang Shi ALM VLM 95 4 0 06 Sep 2024
Rx Strategist: Prescription Verification using LLM Agents System Phuc Phan Van Dat Nguyen Minh An Dinh Ngoc Huy-Phan Thanh OffRL 46 2 0 05 Sep 2024
OrthoDoc: Multimodal Large Language Model for Assisting Diagnosis in Computed Tomography Youzhu Jin Yichen Zhang LM&MA 65 1 0 30 Aug 2024
From Semantics to Hierarchy: A Hybrid Euclidean-Tangent-Hyperbolic Space Model for Temporal Knowledge Graph Reasoning Siling Feng Zhisheng Qi Cong Lin 60 0 0 30 Aug 2024
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications Rishi Kalra Zekun Wu Ayesha Gulley Airlie Hilliard Xin Guan Adriano Soares Koshiyama Philip C. Treleaven RALM AILaw 85 5 0 29 Aug 2024
Applying graph neural network to SupplyGraph for supply chain network Kihwan Han 47 2 0 23 Aug 2024
Knowledge Graph Modeling-Driven Large Language Model Operating System (LLM OS) for Task Automation in Process Engineering Problem-Solving Sakhinana Sagar Srinivas Vijay Sri Vaikunth Venkataramana Runkana 46 1 0 23 Aug 2024
Enhancing Startup Success Predictions in Venture Capital: A GraphRAG Augmented Multivariate Time Series Method Zitian Gao Yihao Xiao AI4TS 60 1 0 18 Aug 2024
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking Rong-Ching Chang Jiawei Zhang 63 2 0 16 Aug 2024
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Terrence Chen Shanhui Sun VLM 88 5 0 16 Aug 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 82 86 0 15 Aug 2024
VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool Chia-Tung Ho Haoxing Ren Brucek Khailany 69 19 0 15 Aug 2024
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 64 44 0 09 Aug 2024
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation Junde Wu Jiayuan Zhu Yunli Qi 52 32 0 08 Aug 2024
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases Xiangyan Liu Bo Lan Zhiyuan Hu Yang Liu Zhicheng Zhang Fei Wang Michael Shieh Ang Wang 58 17 0 07 Aug 2024
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs Daniel Steinigen Roman Teucher Timm Heine Ruland Max Rudat Nicolas Flores-Herr Peter Fischer Nikola Milosevic Christopher Schymura Angelo Ziletti 65 2 0 06 Aug 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 110 34 0 05 Aug 2024
Hybrid Querying Over Relational Databases and Large Language Models T. Pham Cody T. Reynolds A. El Abbadi 66 1 0 01 Aug 2024
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks Yunfan Gao Yun Xiong Meng Wang Haofen Wang 66 17 0 26 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 97 13 0 18 Jul 2024
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Petr Anokhin Nikita Semenov Artyom Sorokin Dmitry Evseev Andrey Kravchenko Mikhail Burtsev Evgeny Burnaev LLMAG RALM KELM 72 7 0 05 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 75 32 0 28 Jun 2024
AI-native Memory: A Pathway from LLMs Towards AGI Jingbo Shang Zai Zheng Jiale Wei Xiang Ying Felix Tao Mindverse Team LLMAG 73 7 0 26 Jun 2024
GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models Shilong Li Yancheng He Hangyu Guo Xingyuan Bu Ge Bai ... Xingwei Qu Yangguang Li Wanli Ouyang Wenbo Su Bo Zheng RALM LLMAG 70 8 0 20 Jun 2024
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation Kaikai An Fangkai Yang Liqun Li Junting Lu Sitao Cheng ... Lele Cao Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang RALM 49 2 0 19 Jun 2024
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted Metadata Mykhailo Poliakov N. Shvai 32 7 0 19 Jun 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM LRM 62 8 0 17 Jun 2024
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation Golnaz Shapurian 60 0 0 17 Jun 2024
Research Trends for the Interplay between Large Language Models and Knowledge Graphs H. Khorashadizadeh Fatima Zahra Amara Morteza Ezzabady Frédéric Ieng Sanju Tiwari Nandana Mihindukulasooriya Jinghua Groppe S. Sahri Farah Benamara Sven Groppe 77 9 0 12 Jun 2024
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs Maciej Besta Aleš Kubíček Robert Gerstenberger Robert Gerstenberger Roman Niggli ... Marcin Chrapek Piotr Nyczyk Jürgen Müller H. Niewiadomski Torsten Hoefler 64 16 0 07 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 99 59 0 30 May 2024
Crafting Interpretable Embeddings by Asking LLMs Questions Vinamra Benara Chandan Singh John X. Morris Richard Antonello Ion Stoica Alexander G. Huth Jianfeng Gao 38 5 0 26 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 84 23 0 26 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 86 39 0 23 May 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 97 55 0 02 Apr 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 155 87 0 05 Mar 2024
Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models Yuzhe Zhang Yipeng Zhang Yidong Gan Lina Yao Chen Wang 57 13 0 23 Feb 2024
FeB4RAG: Evaluating Federated Search in the Context of Retrieval Augmented Generation Shuai Wang Ekaterina Khramtsova Shengyao Zhuang Guido Zuccon 60 13 0 19 Feb 2024
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss Yuri Kuratov Aydar Bulatov Petr Anokhin Dmitry Sorokin Artyom Sorokin Andrey Kravchenko RALM 134 34 0 16 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 126 79 0 12 Feb 2024
T-RAG: Lessons from the LLM Trenches M. Fatehkia J. Lucas Sanjay Chawla LLMAG 50 22 0 12 Feb 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 52 136 0 31 Jan 2024
When Large Language Models Meet Vector Databases: A Survey Zhi Jing Yongye Su Yikun Han Bo Yuan Haiyun Xu Chunjiang Liu Kehai Chen Min Zhang 79 36 0 30 Jan 2024
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries Yixuan Tang Yi Yang RALM 79 89 0 27 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4 Microsoft Research AI4Science Microsoft Quantum LM&MA ELM 37 111 0 13 Nov 2023
Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models Gangwoo Kim Sungdong Kim Byeongguk Jeon Joonsuk Park Jaewoo Kang UQLM 38 27 0 23 Oct 2023
Retrieval-Generation Synergy Augmented Large Language Models Zhangyin Feng Xiaocheng Feng Dezhi Zhao Maojin Yang Bing Qin LRM RALM 28 30 0 08 Oct 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 106 186 0 26 Sep 2023
Exploring Large Language Models for Knowledge Graph Completion Liang Yao Jiazhen Peng Chengsheng Mao Yuan Luo 74 39 0 26 Aug 2023