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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
Chuangtao Ma
Yongrui Chen
Tianxing Wu
Arijit Khan
Haofen Wang
    ELM
ArXiv (abs)PDFHTML

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
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
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
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
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
KELMLM&MA
111
16
0
15 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
Xuejiao Zhao
Siyan Liu
Su-Yin Yang
Chunyan Miao
274
14
0
06 Feb 2025
ReasVQA: Advancing VideoQA with Imperfect Reasoning Process
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
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
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
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
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs
Haozhen Zhang
Tao Feng
Jiaxuan You
AI4TSRALM
126
5
0
14 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
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
HILMRALMELM
150
10
0
10 Oct 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems
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
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
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