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A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation

28 February 2025

Papers citing "A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation"

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Title
Reasoning of Large Language Models over Knowledge Graphs with Super-Relations Song Wang Junhong Lin Xiaojie Guo Julian Shun Jundong Li Yada Zhu LRM 68 2 0 28 Mar 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 246 426 0 20 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 141 16 0 21 Jan 2025
Enhancing Retrieval-Augmented Generation: A Study of Best Practices Siran Li Linus Stenzel Carsten Eickhoff Seyed Ali Bahrainian RALM 3DV 93 8 0 13 Jan 2025
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 178 14 0 28 Oct 2024
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization Zhuoqun Li Xuanang Chen Haiyang Yu Hongyu Lin Yaojie Lu Qiaoyu Tang Fei Huang Jia Zheng Le Sun Yongbin Li 64 14 0 11 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 132 9 0 10 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 81 43 0 23 Sep 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 86 101 0 15 Aug 2024
Gemma 2: Improving Open Language Models at a Practical Size Gemma Team Gemma Team Morgane Riviere Shreya Pathak Pier Giuseppe Sessa Cassidy Hardin ... Noah Fiedel Armand Joulin Kathleen Kenealy Robert Dadashi Alek Andreev VLM MoE OSLM 121 873 0 31 Jul 2024
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools Team GLM : Aohan Zeng Bin Xu Bowen Wang ... Zhaoyu Wang Zhen Yang Zhengxiao Du Zhenyu Hou Zihan Wang ALM 111 610 0 18 Jun 2024
CRAG -- Comprehensive RAG Benchmark Xiao Yang Kai Sun Hao Xin Yushi Sun Nikita Bhalla ... Nirav Shah Rakesh Wanga Anuj Kumar Wen-tau Yih Xin Luna Dong 78 29 0 07 Jun 2024
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts Chunjing Gan Dan Yang Binbin Hu Hanxiao Zhang Siyuan Li ... Lin Ju Qing Cui Jinjie Gu Lei Liang Jun Zhou 83 9 0 30 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 128 235 0 10 May 2024
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model DeepSeek-AI Aixin Liu Bei Feng Bin Wang Bingxuan Wang ... Zhuoshu Li Zihan Wang Zihui Gu Zilin Li Ziwei Xie MoE 106 471 0 07 May 2024
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering Yuqi Wang Boran Jiang Yi Luo Dawei He Peng Cheng Liangcai Gao LRM 35 2 0 16 Apr 2024
Yi: Open Foundation Models by 01.AI 01. AI Alex Young 01.AI Alex Young Bei Chen Chao Li ... Yue Wang Yuxuan Cai Zhenyu Gu Zhiyuan Liu Zonghong Dai OSLM LRM 263 562 0 07 Mar 2024
Metacognitive Retrieval-Augmented Large Language Models Yujia Zhou Zheng Liu Jiajie Jin Jian-yun Nie Zhicheng Dou RALM KELM AIFin LRM 45 19 0 18 Feb 2024
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications Pranab Sahoo Ayush Kumar Singh Sriparna Saha Vinija Jain S. Mondal Aman Chadha 112 320 0 05 Feb 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 151 1,085 0 08 Jan 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 98 200 0 02 Jan 2024
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses Xinke Jiang Ruizhe Zhang Yongxin Xu Rihong Qiu Yue Fang ... Jinyi Tang Hongxin Ding Xu Chu Junfeng Zhao Yasha Wang RALM 53 21 0 26 Dec 2023
Biomedical knowledge graph-optimized prompt generation for large language models Karthik Soman Peter W Rose John H Morris Rabia E Akbas Brett Smith ... Angela Rizk-Jackson Sharat Israni Charlotte A. Nelson Sui Huang Sergio Baranzini AI4MH 36 26 0 29 Nov 2023
Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-based Retrofitting Xinyan Guan Yanjiang Liu Hongyu Lin Yaojie Lu Xianpei Han Xianpei Han Le Sun HILM KELM 71 75 0 22 Nov 2023
LLatrieval: LLM-Verified Retrieval for Verifiable Generation Xiaonan Li Changtai Zhu Linyang Li Zhangyue Yin Tianxiang Sun Xipeng Qiu RALM 68 30 0 14 Nov 2023
Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review Banghao Chen Zhaofeng Zhang Nicolas Langrené Shengxin Zhu LLMAG 67 89 0 23 Oct 2023
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models Jiho Kim Yeonsu Kwon Yohan Jo Edward Choi 47 28 0 17 Oct 2023
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models Yilin Wen Zifeng Wang Jimeng Sun ReLM 70 72 0 17 Aug 2023
CMB: A Comprehensive Medical Benchmark in Chinese Xidong Wang Guiming Hardy Chen Dingjie Song Zhiyi Zhang Zhihong Chen ... Feng Jiang Jianquan Li Xiang Wan Benyou Wang Haizhou Li LM&MA ELM AI4MH 74 88 0 17 Aug 2023
Metacognitive Prompting Improves Understanding in Large Language Models Yuqing Wang Yun Zhao ReLM LRM 65 34 0 10 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 302 11,894 0 18 Jul 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Saizhuo Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 69 82 0 15 Jul 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 106 1,600 0 06 Jul 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 109 776 0 14 Jun 2023
ExplainCPE: A Free-text Explanation Benchmark of Chinese Pharmacist Examination Dongfang Li Jindi Yu Baotian Hu Zhenran Xu Hao Fei ELM 49 11 0 22 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 141 2,010 0 17 May 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment Yang Liu Dan Iter Yichong Xu Shuohang Wang Ruochen Xu Chenguang Zhu ELM ALM LM&MA 168 1,190 0 29 Mar 2023
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge Yunxiang Li Zihan Li Kai Zhang Ruilong Dan Steven Jiang You Zhang LM&MA AI4MH 181 416 0 24 Mar 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 105 593 0 20 Dec 2022
Re2G: Retrieve, Rerank, Generate Michael R. Glass Gaetano Rossiello Md. Faisal Mahbub Chowdhury Ankita Rajaram Naik Pengshan Cai A. Gliozzo RALM 84 95 0 13 Jul 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 279 2,480 0 15 Jun 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 817 9,576 0 28 Jan 2022
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 176 4,434 0 07 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 799 42,055 0 28 May 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 132 2,102 0 10 Feb 2020
JEC-QA: A Legal-Domain Question Answering Dataset Haoxiang Zhong Chaojun Xiao Cunchao Tu Tianyang Zhang Zhiyuan Liu Maosong Sun ELM AILaw 68 156 0 27 Nov 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 326 5,845 0 21 Apr 2019
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 140 1,733 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 92 583 0 18 Mar 2018