Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities

26 May 2025

Papers citing "Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities"

50 / 61 papers shown

Title
NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes Tianyang Xu Haojie Zheng Chengze Li Hong Chen Yixin Liu Ruoxi Chen Lichao Sun 55 2 0 15 Apr 2025
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering Jasper Linders Jakub M. Tomczak RALM 88 2 0 11 Apr 2025
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness Dongzhuoran Zhou Yuqicheng Zhu Yuan He Jiaoyan Chen Evgeny Kharlamov Steffen Staab RALM 131 1 0 07 Apr 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 101 3 0 14 Mar 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey Zirui Song Bin Yan Yuhan Liu Miao Fang Mingzhe Li Rui Yan Preslav Nakov KELM LM&MA 103 16 0 15 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 260 14 0 06 Feb 2025
ReasVQA: Advancing VideoQA with Imperfect Reasoning Process Jianxin Liang Xiaojun Meng Huishuai Zhang Yijiao Wang Jiansheng Wei Dongyan Zhao LRM 52 2 0 23 Jan 2025
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question Answering Yang Bai Christan Earl Grant Daisy Zhe Wang RALM 101 1 0 23 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 111 5 0 12 Jan 2025
A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models Gongbo Zhang Zihan Xu Qiao Jin Fangyi Chen Yilu Fang ... Justin F. Rousseau Ziyang Xu Zhiyong Lu Chunhua Weng Yifan Peng RALM 75 1 0 17 Dec 2024
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 143 5 0 14 Dec 2024
RAG-based Question Answering over Heterogeneous Data and Text Philipp Christmann Gerhard Weikum LMTD RALM 151 5 0 10 Dec 2024
M3SciQA: A Multi-Modal Multi-Document Scientific QA Benchmark for Evaluating Foundation Models Chuhan Li Ziyao Shangguan Yilun Zhao Deyuan Li Yongxu Liu Arman Cohan 78 3 0 06 Nov 2024
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering Qingfei Zhao Ruobing Wang Yukuo Cen Daren Zha Shicheng Tan Yuxiao Dong Jie Tang RALM 65 14 0 23 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 115 5 0 14 Oct 2024
StraGo: Harnessing Strategic Guidance for Prompt Optimization Yurong Wu Yan Gao Bin Benjamin Zhu Zineng Zhou Xiaodi Sun Sheng Yang Jian-Guang Lou Zhiming Ding Linjun Yang LLMAG 77 6 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 141 10 0 10 Oct 2024
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering Yu Zhang Kehai Chen Xuefeng Bai zhao kang Quanjiang Guo Min Zhang 107 12 0 02 Oct 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 218 14 0 29 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 84 18 0 10 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 91 110 0 15 Aug 2024
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs Daniel Steinigen Roman Teucher Timm Heine Ruland Max Rudat Nicolas Flores-Herr Peter Fischer Nikola Milosevic Christopher Schymura Angelo Ziletti 70 2 0 06 Aug 2024
Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval Shengjie Ma Chengjin Xu Xuhui Jiang Muzhi Li Huaren Qu Jian Guo ReLM LRM RALM 3DV 105 18 0 15 Jul 2024
Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA Minzheng Wang Longze Chen Cheng Fu Shengyi Liao Xinghua Zhang ... Run Luo Yunshui Li Min Yang Fei Huang Yongbin Li RALM 101 60 0 25 Jun 2024
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs Junjie Wang Yin Hua Binbin Hu Dan Yang Ziqi Liu ... Jinjie Gu Jun Zhou Jeff Z. Pan Wen Zhang Huajun Chen RALM 94 16 0 20 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 96 4 0 20 Jun 2024
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering Parag Jain Mirella Lapata 76 1 0 14 Jun 2024
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs Pranoy Panda Ankush Agarwal Chaitanya Devaguptapu Manohar Kaul Prathosh A P RALM 87 13 0 10 Jun 2024
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning Xun Liang Pengnian Qi Zhiyu Li Sensen Zhang Shichao Song Hanyu Wang Jiawei Yang Feiyu Xiong Simin Niu Chenyang Xi RALM 73 8 0 27 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 86 43 0 20 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 134 100 0 13 May 2024
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering Zhentao Xu Mark Jerome Cruz Matthew Guevara Tie Wang Manasi Deshpande Xiaofeng Wang Zheng Li RALM 67 78 0 26 Apr 2024
KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering Xinxin Zheng Feihu Che Jinyang Wu Shuai Zhang Shuai Nie Kang Liu Jianhua Tao RALM HILM 60 4 0 24 Apr 2024
KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation Xindi Luo Zequn Sun Jing-xin Zhao Zhe Zhao Wei Hu KELM 66 7 0 22 Mar 2024
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques Rui Yang Haoran Liu Edison Marrese-Taylor Qingcheng Zeng Yu He Ke ... Lechao Cheng Qingyu Chen James Caverlee Yutaka Matsuo Irene Li LM&MA AI4MH 87 34 0 09 Mar 2024
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering Sungho Ko Hyunjin Cho Hyungjoo Chae Jinyoung Yeo Dongha Lee RALM HILM 48 8 0 05 Mar 2024
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge Willis Guo Armin Toroghi Scott Sanner RALM 60 7 0 03 Mar 2024
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration Fali Wang Runxue Bao Suhang Wang Wenchao Yu Yanchi Liu Wei Cheng Haifeng Chen KELM 55 11 0 18 Feb 2024
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Yang Song Chen Zhu Hengshu Zhu Ji-Rong Wen LLMAG RALM 62 44 0 17 Feb 2024
PAT-Questions: A Self-Updating Benchmark for Present-Anchored Temporal Question-Answering Jannat Ara Meem Muhammad Shihab Rashid Yue Dong Vagelis Hristidis 48 11 0 16 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 130 19 0 31 Dec 2023
PokeMQA: Programmable knowledge editing for Multi-hop Question Answering Hengrui Gu Kaixiong Zhou Xiaotian Han Ninghao Liu Ruobing Wang Xin Wang LRM KELM 109 27 0 23 Dec 2023
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs Yuxuan Huang Lida Shi Anqi Liu Hao Xu LLMAG ELM KELM LRM 43 4 0 18 Dec 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 73 76 0 22 Nov 2023
TempTabQA: Temporal Question Answering for Semi-Structured Tables Vivek Gupta Pranshu Kandoi M. Vora Shuo Zhang Yujie He R. Reinanda Vivek Srikumar LMTD 67 21 0 14 Nov 2023
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases Juan Sequeda D. Allemang Bryon Jacob 52 30 0 13 Nov 2023
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs Mikhail Salnikov M. Lysyuk Pavel Braslavski Anton Razzhigaev Valentin Malykh Alexander Panchenko 31 2 0 10 Oct 2023
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering Lars-Peter Meyer Johannes Frey K. Junghanns Felix Brei Kirill Bulert Sabine Grunder-Fahrer Michael Martin ALM 28 13 0 31 Aug 2023
Knowledge Graph Prompting for Multi-Document Question Answering Yu Wang Nedim Lipka Ryan Rossi Alexa F. Siu Ruiyi Zhang Hanyu Wang RALM 70 141 0 22 Aug 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 136 784 0 14 Jun 2023