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

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

26 May 2025

ArXiv (abs)PDF HTML

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

13 / 13 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 133 1 0 07 Apr 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 111 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 272 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 60 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 109 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 114 5 0 12 Jan 2025
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 159 5 0 14 Dec 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 126 5 0 14 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 150 10 0 10 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 245 14 0 29 Sep 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 109 4 0 20 Jun 2024