Graph Retrieval-Augmented Generation: A Survey

15 August 2024

Boci Peng

Yun Zhu

Yongchao Liu

Papers citing "Graph Retrieval-Augmented Generation: A Survey"

28 / 28 papers shown

Title
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 35 2 0 08 May 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 34 0 0 28 Apr 2025
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments Enjun Du Xunkai Li Tian Jin Zhihan Zhang R. Li Guoren Wang 38 0 0 01 Apr 2025
AssertionForge: Enhancing Formal Verification Assertion Generation with Structured Representation of Specifications and RTL Yunsheng Bai Ghaith Bany Hamad Syed Suhaib Haoxing Ren 36 1 0 24 Mar 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 68 3 0 11 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 Feb 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 65 0 0 28 Jan 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 91 2 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 66 7 0 21 Jan 2025
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan W. Liu Chuan Shi RALM 124 1 0 07 Dec 2024
Can LLMs be Good Graph Judger for Knowledge Graph Construction? Haoyu Huang C. L. P. Chen Conghui He Yang Li Jiawei Jiang W. Zhang 79 1 0 26 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 30 7 0 28 Oct 2024
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval Yu Xia Junda Wu Sungchul Kim Tong Yu Ryan A. Rossi Haoliang Wang Julian McAuley 26 4 0 17 Oct 2024
GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs Yun Zhu Haizhou Shi Xiaotang Wang Yongchao Liu Yaoke Wang Boci Peng Chuntao Hong Siliang Tang VLM 45 6 0 14 Oct 2024
Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering Guangyi Liu Yongqi Zhang Yong Li Quanming Yao 34 6 0 03 Jun 2024
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases Shirley Wu Shiyu Zhao Michihiro Yasunaga Kexin Huang Kaidi Cao Qian Huang V. Ioannidis Karthik Subbian James Y. Zou J. Leskovec 34 17 0 19 Apr 2024
An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration Yihao Li Ru Zhang Jianyi Liu LRM 55 16 0 07 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Jiliang Tang AI4CE 56 26 0 03 Feb 2024
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM Chaojie Wang Yishi Xu Zhong Peng Chenxi Zhang Bo Chen Xinrun Wang Lei Feng Bo An 72 18 0 31 Dec 2023
A Survey of Graph Unlearning Anwar Said Tyler Derr Mudassir Shabbir W. Abbas X. Koutsoukos MU 28 7 0 23 Aug 2023
Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question Answering Priyanka Sen Alham Fikri Aji Amir Saffari LRM 97 61 0 04 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 311 11,915 0 04 Mar 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
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,844 0 18 Apr 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 117 186 0 11 Jan 2021
RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge Bill Yuchen Lin Ziyi Wu Yichi Yang Dong-Ho Lee Xiang Ren ReLM LRM 236 64 0 02 Jan 2021
A Survey on Complex Question Answering over Knowledge Base: Recent Advances and Challenges Bin Fu Yunqi Qiu Chengguang Tang Yang Li Haiyang Yu Jian Sun 158 95 0 26 Jul 2020