GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

30 May 2024

Costas Mavromatis

George Karypis

Papers citing "GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning"

17 / 17 papers shown

Title
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation Ching Han Chen Ming Fang Shiu 26 0 0 12 May 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 70 3 0 11 Mar 2025
Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection Han Zhang Langshi Zhou Hanfang Yang LRM RALM ReLM KELM 155 1 0 24 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 Feb 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation Hao Liu Zhengren Wang Xi Chen Z. Li Feiyu Xiong Qinhan Yu W. Zhang LRM 56 3 0 18 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim E. Choi 43 0 0 18 Feb 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 66 7 0 21 Jan 2025
MEG: Medical Knowledge-Augmented Large Language Models for Question Answering Laura Cabello Carmen Martin-Turrero Uchenna Akujuobi Anders Søgaard Carlos Bobed AI4MH 130 1 0 06 Nov 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 32 7 0 28 Oct 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 53 37 0 10 Apr 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh V. Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 106 68 0 12 Feb 2024
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 94 76 0 02 May 2023
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick K. L. Ng Henghui Zhu A. Li J. Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 172 79 0 30 Sep 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 355 8,457 0 28 Jan 2022
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering Xi Ye Semih Yavuz Kazuma Hashimoto Yingbo Zhou Caiming Xiong 146 138 0 17 Sep 2021
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision Signals Gaole He Yunshi Lan Jing Jiang Wayne Xin Zhao Ji-Rong Wen 120 186 0 11 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 231 4,460 0 23 Jan 2020