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Unifying Large Language Models and Knowledge Graphs: A Roadmap

14 June 2023

Papers citing "Unifying Large Language Models and Knowledge Graphs: A Roadmap"

50 / 99 papers shown

Title
Re-Initialization Token Learning for Tool-Augmented Large Language Models Chenghao Li Liu Liu B. Yu Jiayan Qiu Yibing Zhan LLMAG CLL KELM 55 0 0 17 Jun 2025
PROVSYN: Synthesizing Provenance Graphs for Data Augmentation in Intrusion Detection Systems Yi Huang Wajih UI Hassan Yao Guo Xiangqun Chen Ding Li 73 0 0 06 Jun 2025
Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation Yichi Zhang Zhuo Chen Lingbing Guo Yajing Xu M. Zhang Wen Zhang H. Chen 83 0 0 02 Jun 2025
HERGC: Heterogeneous Experts Representation and Generative Completion for Multimodal Knowledge Graphs Yongkang Xiao Rui Zhang 48 0 0 01 Jun 2025
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing Jiaqi Sun Shiyou Qian Zhangchi Han Wei Li Zelin Qian Dingyu Yang Jian Cao Guangtao Xue 46 0 0 30 May 2025
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Vasilije Markovic Lazar Obradovic Laszlo Hajdu Jovan Pavlovic 30 0 0 30 May 2025
Case-Based Reasoning Enhances the Predictive Power of LLMs in Drug-Drug Interaction Guangyi Liu Yongqi Zhang Xunyuan Liu Quanming Yao 56 0 0 29 May 2025
Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA Xiangqing Shen Fanfan Wang Rui Xia RALM 30 0 0 27 May 2025
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities Chuangtao Ma Yongrui Chen Tianxing Wu Arijit Khan Haofen Wang ELM 82 0 0 26 May 2025
CaseEdit: Enhancing Localized Commonsense Reasoning via Null-Space Constrained Knowledge Editing in Small Parameter Language Models Varun Reddy Yen-Ling Kuo KELM 61 0 0 26 May 2025
Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs Kanan Kiguchi Yunhao Tu Katsuhiro Ajito Fady Alnajjar Kazuyuki Murase 84 0 0 21 May 2025
Pre-training Large Memory Language Models with Internal and External Knowledge Linxi Zhao Sofian Zalouk Christian K. Belardi Justin Lovelace Jin Peng Zhou Kilian Q. Weinberger Yoav Artzi Jennifer J. Sun KELM HILM 127 0 0 21 May 2025
Enhancing LLMs via High-Knowledge Data Selection Feiyu Duan Xuemiao Zhang Sirui Wang Haoran Que Yuqi Liu Wenge Rong Xunliang Cai 239 0 0 20 May 2025
GDPRShield: AI-Powered GDPR Support for Software Developers in Small and Medium-Sized Enterprises Tharaka Wijesundara Mathew Warren Nalin Arachchilage 101 0 0 19 May 2025
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation Gerard Pons Besim Bilalli Anna Queralt 139 2 0 05 May 2025
Real-time Spatial Retrieval Augmented Generation for Urban Environments David Nazareno Campo Javier Conde Alvaro Alonso Gabriel Huecas Joaquín Salvachúa Pedro Reviriego 71 0 0 04 May 2025
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects Guanglin Niu Bo Li Yangguang Lin LRM 64 0 0 27 Apr 2025
Exploring a Large Language Model for Transforming Taxonomic Data into OWL: Lessons Learned and Implications for Ontology Development Filipi Miranda Soares Antonio Mauro Saraiva Luís Ferreira Pires Luiz Olavo Bonino da Silva Santos Dilvan de Abreu Moreira Fernando Elias Corrêa Kelly Rosa Braghetto Debora Pignatari Drucker Alexandre Cláudio Botazzo Delbem 72 0 0 25 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 131 2 0 02 Apr 2025
Building Knowledge from Interactions: An LLM-Based Architecture for Adaptive Tutoring and Social Reasoning Luca Garello Giulia Belgiovine Gabriele Russo F. Rea A. Sciutti 99 0 0 02 Apr 2025
Talking to GDELT Through Knowledge Graphs Audun Myers Max Vargas Sinan G. Aksoy C. Joslyn Benjamin Wilson Lee Burke Tom Grimes 108 0 0 10 Mar 2025
PFDial: A Structured Dialogue Instruction Fine-tuning Method Based on UML Flowcharts Ming Zhang Yansen Wang Yujiong Shen Tingyi Yang Changhao Jiang ... Tao Liang Guojun Ma Qi Zhang Tao Gui Xuanjing Huang 121 0 0 09 Mar 2025
Path Pooling: Training-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation Han Wang Yuan Feng Xike Xie S.Kevin Zhou 118 0 0 07 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Yongxu Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 160 0 0 28 Feb 2025
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines Xinwei Long Zhiyuan Ma Ermo Hua Kaiyan Zhang Biqing Qi Bowen Zhou RALM 130 1 0 23 Feb 2025
Pub-Guard-LLM: Detecting Fraudulent Biomedical Articles with Reliable Explanations Lihu Chen Shuojie Fu Gabriel Freedman Cemre Zor Guy Martin James Kinross Uddhav Vaghela Ovidiu Serban Francesca Toni DeLMO 179 0 0 21 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 134 8 0 18 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim Edward Choi 129 0 0 18 Feb 2025
K-ON: Stacking Knowledge On the Head Layer of Large Language Model Lingbing Guo Yanzhe Zhang Zhongpu Bo Zhuo Chen Mengshu Sun Qing Cui Wen Zhang Ningyu Zhang 166 0 0 10 Feb 2025
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment Yuxing Lu Jinzhuo Wang 79 2 0 10 Feb 2025
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement Shivam Singh Karthik Swaminathan Nabanita Dash Ramandeep Singh Snehasis Banerjee Mohan Sridharan Madhava Krishna LLMAG LM&Ro 188 0 0 04 Feb 2025
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning Jiaxin Guo Cheng Chen Shuzhen Li Tianze Zhang 151 0 0 01 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 134 0 0 26 Jan 2025
LLM-Assisted Knowledge Graph Completion for Curriculum and Domain Modelling in Personalized Higher Education Recommendations Hasan Abu-Rasheed Constance Jumbo Rashed Al Amin Christian Weber Veit Wiese Roman Obermaisser M. Fathi AI4Ed 85 1 0 21 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 121 5 0 12 Jan 2025
KG-CF: Knowledge Graph Completion with Context Filtering under the Guidance of Large Language Models Zaiyi Zheng Yushun Dong Song Wang Haochen Liu Qi Wang Jundong Li ALM 110 1 0 06 Jan 2025
Efficient Relational Context Perception for Knowledge Graph Completion Wenkai Tu Guojia Wan Zhengchun Shang Bo Du 79 0 0 03 Jan 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 449 3 0 31 Dec 2024
The Design of an LLM-powered Unstructured Analytics System Eric Anderson Jonathan Fritz Austin Lee Bohou Li Mark Lindblad ... Mehul A. Shah Benjamin Sowell Dan Tecuci Vinayak Thapliyal Matt Welsh 140 13 0 31 Dec 2024
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 119 13 0 31 Dec 2024
ArgMed-Agents: Explainable Clinical Decision Reasoning with LLM Disscusion via Argumentation Schemes Shengxin Hong Liang Xiao Xin Zhang Jian-Xing Chen LRM 125 3 0 31 Dec 2024
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering Mufan Xu Kai Chen Xuefeng Bai Muyun Yang Tiejun Zhao Min Zhang 205 3 0 17 Dec 2024
MEG: Medical Knowledge-Augmented Large Language Models for Question Answering Laura Cabello Carmen Martin-Turrero Uchenna Akujuobi Anders Søgaard Carlos Bobed AI4MH 348 1 0 06 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 390 2 0 30 Oct 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 233 17 0 28 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 200 10 0 18 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 105 4 0 17 Oct 2024
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Chen Gong Shirui Pan LRM RALM 205 8 0 16 Oct 2024
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties Guanglin Niu 122 0 0 16 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