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
FinTMMBench: Benchmarking Temporal-Aware Multi-Modal RAG in Finance Fengbin Zhu Junfeng Li Liangming Pan Wenjie Wang Fuli Feng Chao Wang Huanbo Luan Tat-Seng Chua AIFin 80 0 0 07 Mar 2025
Accelerating Earth Science Discovery via Multi-Agent LLM Systems Dmitrii Pantiukhin Boris Shapkin Ivan Kuznetsov Antonia Anna Jost Nikolay Koldunov AI4CE LLMAG 109 1 0 07 Mar 2025
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning Mufan Xu Gewen Liang Kehai Chen Wei Wang Xun Zhou M. Yang Tiejun Zhao Min Zhang RALM 108 1 0 07 Mar 2025
Beyond RAG: Task-Aware KV Cache Compression for Comprehensive Knowledge Reasoning Giulio Corallo Orion Weller Fabio Petroni Paolo Papotti MQ VLM 68 0 0 06 Mar 2025
In-depth Analysis of Graph-based RAG in a Unified Framework Yingli Zhou Yaodong Su Youran Sun Shu Wang Taotao Wang ... Yongwei Zhang Sicong Liang Xilin Liu Yuchi Ma Yixiang Fang 69 1 0 06 Mar 2025
Psy-Copilot: Visual Chain of Thought for Counseling Keqi Chen Zekai Sun Huijun Lian Yingming Gao Ya Li LRM 60 1 0 05 Mar 2025
Optimizing open-domain question answering with graph-based retrieval augmented generation Joyce Cahoon Prerna Singh Nick Litombe Jonathan Larson Ha Trinh Yiwen Zhu A. Mueller Fotis Psallidas Carlo Curino 56 0 0 04 Mar 2025
SRAG: Structured Retrieval-Augmented Generation for Multi-Entity Question Answering over Wikipedia Graph Teng Lin Yizhang Zhu Yuyu Luo Nan Tang RALM 3DV 56 1 0 03 Mar 2025
Pseudo-Knowledge Graph: Meta-Path Guided Retrieval and In-Graph Text for RAG-Equipped LLM Yuxin Yang Haoyang Wu Tao Wang Jia-Qi Yang Hao Ma Guojie Luo RALM 55 0 0 01 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Yongxu Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 73 0 0 28 Feb 2025
Contextualizing biological perturbation experiments through language Menghua Wu Russell Littman Jacob Levine Lin Qiu Tommaso Biancalani David Richmond Jan-Christian Huetter 49 0 0 28 Feb 2025
PASemiQA: Plan-Assisted Agent for Question Answering on Semi-Structured Data with Text and Relational Information Hansi Yang Qi Zhang Wei Jiang Jianguo Li RALM 50 1 0 28 Feb 2025
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases Y. Lei Haoyu Han Ryan Rossi Franck Dernoncourt Nedim Lipka M. Halappanavar Jiliang Tang Yu Wang 68 2 0 27 Feb 2025
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM 144 1 0 25 Feb 2025
Evaluating the Effect of Retrieval Augmentation on Social Biases Tianhui Zhang Yi Zhou Danushka Bollegala 60 0 0 24 Feb 2025
OmniQuery: Contextually Augmenting Captured Multimodal Memory to Enable Personal Question Answering Jiahao Nick Li Zhuohao Jerry Zhang Zhang 153 2 0 24 Feb 2025
From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants Manisha Mukherjee Sungchul Kim Xiang Chen Dan Luo Tong Yu Tung Mai RALM 69 1 0 24 Feb 2025
Is Relevance Propagated from Retriever to Generator in RAG? Fangzheng Tian Debasis Ganguly Craig Macdonald RALM 57 1 0 24 Feb 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 73 3 0 23 Feb 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking Yingjian Chen Haoran Liu Yinhong Liu Rui Yang Han Yuan ... Pengyuan Zhou Peng Yuan Zhou Qingyu Chen James Caverlee Irene Li HILM 82 0 0 23 Feb 2025
Code Summarization Beyond Function Level Vladimir Makharev Vladimir Ivanov 71 0 0 23 Feb 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 106 2 0 21 Feb 2025
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking Zekun Xi Wenbiao Yin Jizhan Fang Jialong Wu Runnan Fang N. Zhang Jiang Yong Pengjun Xie Fei Huang Ningyu Zhang SyDa LRM 142 7 0 21 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu RALM KELM LRM 158 2 0 20 Feb 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation Hao Liu Zhengren Wang Xi Chen Zhiyu Li Feiyu Xiong Qinhan Yu Wentao Zhang LRM 105 3 0 18 Feb 2025
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths B. Chen Zirui Guo Zidan Yang Yuxiao Chen Junze Chen Zhenghao Liu C. Shi Cheng Yang 73 3 0 18 Feb 2025
Graph-based Retrieval Augmented Generation for Dynamic Few-shot Text Classification Yubo Wang Haoyang Li Fei Teng Lei Chen 138 1 0 17 Feb 2025
A-MEM: Agentic Memory for LLM Agents Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang LLMAG KELM RALM 177 20 0 17 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jimeng Sun Jiawei Han RALM 163 1 0 16 Feb 2025
Knowledge Graph-Guided Retrieval Augmented Generation Xiangrong Zhu Yuexiang Xie Yi Liu Yaliang Li Wei Hu RALM 72 2 0 08 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 171 9 0 06 Feb 2025
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos Xubin Ren Lingrui Xu Long Xia Shuaiqiang Wang Dawei Yin Chao Huang VGen VLM 110 3 0 03 Feb 2025
Context-Aware Hierarchical Merging for Long Document Summarization Litu Ou Mirella Lapata MoMe 458 1 0 03 Feb 2025
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data Deren Lei Yaxi Li Siyao Li Mengya Hu Rui Xu Ken Archer Mingyu Wang Emily Ching Alex Deng SyDa HILM LRM 110 1 0 28 Jan 2025
CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs Yuntong Hu Zhihan Lei Zhongjie Dai Allen Zhang Abhinav Angirekula Zheng Zhang Liang Zhao 59 1 0 28 Jan 2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback Manzong Huang Chenyang Bu Yi He Xindong Wu 98 0 0 28 Jan 2025
CFT-RAG: An Entity Tree Based Retrieval Augmented Generation Algorithm With Cuckoo Filter Zerui Li Yangdong Ruan Wenjun Liu Zhengyang Wang Tong Yang 54 1 0 28 Jan 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 93 12 0 21 Jan 2025
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration Yukun Cao Zengyi Gao Zehan Li Xike Xie S.Kevin Zhou Jianliang Xu 57 0 0 20 Jan 2025
Deploying Open-Source Large Language Models: A performance Analysis Yannis Bendi-Ouis Dan Dutarte Xavier Hinaut ALM 39 2 0 08 Jan 2025
Software Engineering and Foundation Models: Insights from Industry Blogs Using a Jury of Foundation Models Hao Li Cor-Paul Bezemer Ahmed E. Hassan 55 2 0 08 Jan 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 377 1 0 31 Dec 2024
The Design of an LLM-powered Unstructured Analytics System Eric Anderson Jonathan Fritz Austin Lee Bohou Li Mark Lindblad ... Mehul A. Shah Benjamin Sowell Dan Tecuci Vinayak Thapliyal Matt Welsh 74 12 0 31 Dec 2024
APEX $^2$ : Adaptive and Extreme Summarization for Personalized Knowledge Graphs Zihao Li Dongqi Fu Mengting Ai Jingrui He 71 7 0 23 Dec 2024
STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling Jieyi Wang Yue Huang Zeming Liu Dexuan Xu Chuan Wang Xiaoming Shi Ruiyuan Guan Hongxing Wang Weihua Yue Yu Huang 100 0 0 21 Dec 2024
HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases Meng-Chieh Lee Qi Zhu Costas Mavromatis Zhen Han Soji Adeshina V. Ioannidis Huzefa Rangwala Christos Faloutsos RALM 110 3 0 20 Dec 2024
PerSphere: A Comprehensive Framework for Multi-Faceted Perspective Retrieval and Summarization Yun Luo Yingjie Li Xiangkun Hu Qinglin Qi Fang Guo Qipeng Guo Zheng Zhang Yue Zhang 104 0 0 17 Dec 2024
SEAGraph: Unveiling the Whole Story of Paper Review Comments Jianxiang Yu Jiaqi Tan Zichen Ding Jiapeng Zhu Jiahao Li Yao Cheng Qier Cui Yunshi Lan Xiang Li 112 1 0 16 Dec 2024
Structured Extraction of Real World Medical Knowledge using LLMs for Summarization and Search Edward Kim Manil Shrestha Richard Foty Tom DeLay Vicki Seyfert-Margolis 132 1 0 16 Dec 2024
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data Xue Wu Kostas Tsioutsiouliklis 102 0 0 14 Dec 2024