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LightRAG: Simple and Fast Retrieval-Augmented Generation

8 October 2024

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Papers citing "LightRAG: Simple and Fast Retrieval-Augmented Generation"

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Title
GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation Yilin Xiao Hao-Heng Chen Chuang Zhou Su Dong Qianwen Zhang Di Yin Xing Sun Yi-Ju Chang LRM 278 7 0 03 Jun 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 279 12 0 28 May 2025
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation Derong Xu Pengyue Jia Xiaopeng Li Yingyi Zhang Xinjian Zhao ... Yichao Wang Huifeng Guo Ruiming Tang Enhong Chen Tong Xu RALM 242 3 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 170 0 0 21 May 2025
SubGCache: Accelerating Graph-based RAG with Subgraph-level KV Cache Qiuyu Zhu Liang Zhang Qianxiong Xu Cheng Long Jie Zhang 314 1 0 16 May 2025
GE-Chat: A Graph Enhanced RAG Framework for Evidential Response Generation of LLMsInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Longchao Da Parth Mitesh Shah Kuan-Ru Liou Jing Zhang Hua Wei RALM 186 0 0 15 May 2025
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation Ching Han Chen Ming Fang Shiu 311 1 0 12 May 2025
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-CheckingIEEE Transactions on Artificial Intelligence (IEEE TAI), 2025 Ching Nam Hang Pei-Duo Yu C. Tan 275 8 0 11 May 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang Jiawei Han LRM 881 4 0 25 Apr 2025
RAKG:Document-level Retrieval Augmented Knowledge Graph Construction Hairong Zhang Jiaheng Si Guohang Yan Boyuan Qi Pinlong Cai Song Mao Botian Shi Ding Wang 233 1 0 14 Apr 2025
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation Yifan Feng Hao Hu Xingliang Hou Shiquan Liu Shihui Ying S. Du Han Hu Yue Gao 220 4 0 30 Mar 2025
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration Hong Qing Yu Frank McQuade 244 7 0 14 Mar 2025
Retrieval-Augmented Generation with Hierarchical Knowledge Haoyu Huang Yongfeng Huang Junjie Yang Zhenyu Pan Yongqiang Chen Kaili Ma Hongzhi Chen James Cheng 356 10 0 13 Mar 2025
Knowledge Bridger: Towards Training-free Missing Modality CompletionComputer Vision and Pattern Recognition (CVPR), 2025 Guanzhou Ke Shengfeng He Xinyu Wang Bo Wang Guoqing Chao Yujiao Shi Yi Xie HeXing Su 539 3 0 27 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 582 888 0 20 Feb 2025
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos Xubin Ren Lingrui Xu Long Xia Shuaiqiang Wang D. Yin Chao Huang VGen VLM 299 28 0 03 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou ... Hao-Heng Chen Chuang Zhou Yi-Ju Chang Yi-Ju Chang Xiao Huang 3DV 502 63 0 21 Jan 2025
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 195 3 0 07 Oct 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang Mohammad Shoeybi Bryan Catanzaro ALM RALM 301 153 0 02 Jul 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 164 6 0 17 Jun 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language ModelsKnowledge Discovery and Data Mining (KDD), 2024 Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li D. Yin Tat-Seng Chua Qing Li RALM 3DV 546 571 0 10 May 2024
Evaluating Retrieval Quality in Retrieval-Augmented Generation Alireza Salemi Hamed Zamani RALM 276 130 0 21 Apr 2024
RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation Chi-Min Chan Chunpu Xu Ruibin Yuan Hongyin Luo Wei Xue Yi-Ting Guo Jie Fu RALM 168 138 0 31 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Tengjiao Wang 3DV 900 433 0 29 Feb 2024
LLaGA: Large Language and Graph Assistant Runjin Chen Tong Zhao Ajay Jaiswal Neil Shah Zinan Lin 303 126 0 13 Feb 2024
CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models Yuanjie Lyu Zhiyu Li Pengnian Qi Feiyu Xiong Simin Niu Wenjin Wang Hao Wu Huan Liu Tong Xu Enhong Chen RALM 253 73 0 30 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 1.2K 2,638 1 18 Dec 2023
GRENADE: Graph-Centric Language Model for Self-Supervised Representation Learning on Text-Attributed GraphsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yichuan Li Kaize Ding Kyumin Lee SSL 164 36 0 23 Oct 2023
GraphGPT: Graph Instruction Tuning for Large Language ModelsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Jiabin Tang Yuhao Yang Wei Wei Lei Shi Lixin Su Suqi Cheng D. Yin Chao Huang 323 243 0 19 Oct 2023
One for All: Towards Training One Graph Model for All Classification TasksInternational Conference on Learning Representations (ICLR), 2023 Hao Liu Jiarui Feng Lecheng Kong Ningyue Liang Dacheng Tao Yixin Chen Muhan Zhang AI4CE 417 202 0 29 Sep 2023
Ragas: Automated Evaluation of Retrieval Augmented GenerationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 464 378 0 26 Sep 2023
Graph-Aware Language Model Pre-Training on a Large Graph Corpus Can Help Multiple Graph ApplicationsKnowledge Discovery and Data Mining (KDD), 2023 Han Xie Da Zheng Jun Ma Houyu Zhang V. Ioannidis ... Sheng Wang Carl Yang Yi Xu Belinda Zeng Trishul Chilimbi AI4CE 171 44 0 05 Jun 2023
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text EmbeddingsWorkshop on Graph-based Methods for Natural Language Processing (Graph4NLP), 2023 William Brannon Wonjune Kang S. Fulay Hang Jiang Brandon Roy Dwaipayan Roy Jad Kabbara SSL 286 39 0 23 May 2023
In-Context Retrieval-Augmented Language ModelsTransactions of the Association for Computational Linguistics (TACL), 2023 Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 461 816 0 31 Jan 2023
Precise Zero-Shot Dense Retrieval without Relevance LabelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan RALM 243 489 0 20 Dec 2022
Recipe for a General, Powerful, Scalable Graph TransformerNeural Information Processing Systems (NeurIPS), 2022 Ladislav Rampášek Mikhail Galkin Vijay Prakash Dwivedi Anh Tuan Luu Guy Wolf Dominique Beaini 393 810 0 25 May 2022

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LightRAG: Simple and Fast Retrieval-Augmented Generation

Papers citing "LightRAG: Simple and Fast Retrieval-Augmented Generation"