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
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora Jiaxin Bai Wei Fan Qi Hu Qing Zong Chunyang Li ... Leijie Wu Yi Ji Gong Zhang Renhai Chen Yangqiu Song 15 0 0 29 May 2025
From Chat Logs to Collective Insights: Aggregative Question Answering Wentao Zhang Woojeong Kim Yuntian Deng LMTD 14 0 0 29 May 2025
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM Hoang Pham Thanh-Do Nguyen Khac-Hoai Nam Bui 36 0 0 28 May 2025
MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Zhiyu Li Shichao Song Hanyu Wang Simin Niu Ding Chen ... Qingchen Yu Bo Tang Hongkang Yang Zhi-hai Xu Feiyu Xiong RALM 19 0 0 28 May 2025
Enhancing Study-Level Inference from Clinical Trial Papers via RL-based Numeric Reasoning Massimiliano Pronesti Michela Lorandi Paul Flanagan Oisin Redmon Anya Belz Yufang Hou 15 0 0 28 May 2025
Climate Finance Bench Rafik Mankour Yassine Chafai Hamada Saleh Ghassen Ben Hassine Thibaud Barreau Peter Tankov 9 0 0 28 May 2025
VeriTrail: Closed-Domain Hallucination Detection with Traceability Dasha Metropolitansky Jonathan Larson HILM 39 0 0 27 May 2025
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration Zijun Liu Zhennan Wan Peng Li Ming Yan Ji Zhang Fei Huang Yang Liu LLMAG 34 0 0 27 May 2025
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing Rui Li Quanyu Dai Zeyu Zhang X. Chen Zhenhua Dong Ji-Rong Wen RALM 9 0 0 26 May 2025
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems Wenqing Zhou Yuxuan Yan Qianqian Yang 9 0 0 26 May 2025
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question Answering Ruisheng Cao Hanchong Zhang Tiancheng Huang Zhangyi Kang Yuxin Zhang ... Hanqi Li Yuxun Miao Shuai Fan Lu Chen Kai Yu 103 0 0 26 May 2025
CPA-RAG:Covert Poisoning Attacks on Retrieval-Augmented Generation in Large Language Models Chunyang Li Junwei Zhang Anda Cheng Zhuo Ma Xinghua Li Jianfeng Ma SILM AAML 13 0 0 26 May 2025
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-Answering Jimeng Shi Sizhe Zhou Bowen Jin Wei Hu Shaowen Wang Giri Narasimhan Jiawei Han 11 0 0 25 May 2025
Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs Jonathan Leung Yongjie Wang Zhiqi Shen LRM 14 0 0 24 May 2025
Retrieval Augmented Decision-Making: A Requirements-Driven, Multi-Criteria Framework for Structured Decision Support H. Wu Hongxin Zhang Wei Chen Jiazhi Xia 15 0 0 24 May 2025
Response Uncertainty and Probe Modeling: Two Sides of the Same Coin in LLM Interpretability? Yongjie Wang Yibo Wang Xin Zhou Zhiqi Shen 33 0 0 24 May 2025
BRIT: Bidirectional Retrieval over Unified Image-Text Graph Ainulla Khan Yamada Moyuru Srinidhi Akella 3DV 25 0 0 24 May 2025
Hydra: Structured Cross-Source Enhanced Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Liming Zhu Wenjie Zhang RALM LRM 44 0 0 23 May 2025
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks Martin Böckling Heiko Paulheim Andreea Iana RALM 67 0 0 22 May 2025
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation Derong Xu Pengyue Jia Xiaopeng Li Yingyi Zhang Maolin Wang ... Yichao Wang Huifeng Guo Ruiming Tang Enhong Chen Tong Xu RALM 50 0 0 22 May 2025
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA Rishabh Maheshwary Masoud Hashemi Khyati Mahajan Shiva Krishna Reddy Malay Sai Rajeswar Sathwik Tejaswi Madhusudhan Spandana Gella Vikas Yadav RALM 26 0 0 22 May 2025
HDLxGraph: Bridging Large Language Models and HDL Repositories via HDL Graph Databases Pingqing Zheng Jiayin Qin Fuqi Zhang Shang Wu Yu Cao Caiwen Ding Yang Zhao 44 0 0 21 May 2025
Self-GIVE: Associative Thinking from Limited Structured Knowledge for Enhanced Large Language Model Reasoning Jiashu He Jinxuan Fan Bowen Jiang Ignacio Houine Dan Roth Alejandro Ribeiro ReLM RALM LRM 65 0 0 21 May 2025
Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds Gaël Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 38 0 0 20 May 2025
PsyMem: Fine-grained psychological alignment and Explicit Memory Control for Advanced Role-Playing LLMs Xilong Cheng Yunxiao Qin Yuting Tan Zhengnan Li Ye Wang Hongjiang Xiao Yuan Zhang 43 0 0 19 May 2025
Evaluating the Performance of RAG Methods for Conversational AI in the Airport Domain Yuyang Li Philip J.M. Kerbusch Raimon H.R. Pruim Tobias Käfer 39 0 0 19 May 2025
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and Filtering Xukai Liu Ye Liu Shiwen Wu Yanghai Zhang Yihao Yuan Kai Zhang Qi Liu 74 0 0 19 May 2025
Let's have a chat with the EU AI Act Adam Kovari Yasin Ghafourian Csaba Hegedus Belal Abu Naim Kitti Mezei Pal Varga Markus Tauber 16 0 0 17 May 2025
ELITE: Embedding-Less retrieval with Iterative Text Exploration Zhenting Wang Siyuan Gao Rong Zhou Hao Wang Li Ning RALM 3DV 69 0 0 17 May 2025
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs Vyacheslav Tykhonov Han Yang Philipp Mayr Jetze Touber Andrea Scharnhorst 11 0 0 16 May 2025
SubGCache: Accelerating Graph-based RAG with Subgraph-level KV Cache Qiuyu Zhu Liang Zhang Qianxiong Xu Cheng Long Jie Zhang 43 0 0 16 May 2025
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging Hongjin Qian Zhengyang Liang RALM LRM 82 0 0 14 May 2025
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 58 0 0 13 May 2025
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking Ching Nam Hang Pei-Duo Yu C. Tan 38 0 0 11 May 2025
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG Woosang Lim Zekun Li Gyuwan Kim Sungyoung Ji HyeonJung Kim Kyuri Choi Jin Hyuk Lim K. Park William Yang Wang 54 0 0 10 May 2025
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 71 0 0 09 May 2025
A Grounded Memory System For Smart Personal Assistants Felix Ocker J. Deigmöller Pavel Smirnov Julian Eggert 51 0 0 09 May 2025
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification Qianbo Zang Christophe Zgrzendek Igor Tchappi Afshin Khadangi Johannes Sedlmeir VLM 54 0 0 08 May 2025
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights Ozan Gokdemir Carlo Siebenschuh Alexander Brace Azton Wells Brian Hsu ... A. Anandkumar Ian Foster R. Stevens V. Vishwanath A. Ramanathan VLM 51 0 0 07 May 2025
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Xin Xu Ningyu Zhang LRM 121 0 0 06 May 2025
Soft Reasoning Paths for Knowledge Graph Completion Yanning Hou Sihang Zhou Ke Liang Lingyuan Meng Xiaoshu Chen K. Xu Siwei Wang Xinwang Liu Jian Huang 61 0 0 06 May 2025
SymbioticRAG: Enhancing Document Intelligence Through Human-LLM Symbiotic Collaboration Qiang Sun Tingting Bi Sirui Li E. Holden Paul Duuring Kai Niu Wei Liu 72 1 0 05 May 2025
Patchwork: A Unified Framework for RAG Serving Bodun Hu Luis Pabon Saurabh Agarwal Aditya Akella 44 0 0 01 May 2025
Empowering Agentic Video Analytics Systems with Video Language Models Yuxuan Yan Shiqi Jiang Ting Cao Yifan Yang Qianqian Yang Yuanchao Shu Yue Yang Lili Qiu VLM 92 0 0 01 May 2025
Graph RAG for Legal Norms: A Hierarchical and Temporal Approach Hudson de Martim AILaw 54 0 0 29 Apr 2025
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis Jinglin He Yunqi Guo Lai Kwan Lam Waikei Leung Lixing He Yuanan Jiang Chi Chiu Wang Guoliang Xing Hongkai Chen 80 0 0 28 Apr 2025
A Tripartite Perspective on GraphRAG Michael Banf Johannes Kuhn 30 0 0 28 Apr 2025
Towards Large Language Models for Lunar Mission Planning and In Situ Resource Utilization Michael Pekala Gregory Canal Samuel Barham Milena B. Graziano Morgan Trexler Leslie Hamilton Elizabeth Reilly Christopher D. Stiles 60 0 0 28 Apr 2025
TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate A. Zandieh Majid Daliri Majid Hadian Vahab Mirrokni MQ 96 0 0 28 Apr 2025
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese Peilin Zhou Bruce Leon Xiang Ying Chen Zhang Yifan Shao ... Sixin Hong J. Ren Jian Chen Chao-Hong Liu Yining Hua RALM ELM LRM 66 3 0 27 Apr 2025