Unifying Large Language Models and Knowledge Graphs: A Roadmap

14 June 2023

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

50 / 89 papers shown

Title
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation Gerard Pons Besim Bilalli Anna Queralt 36 1 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 17 0 0 04 May 2025
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use Justin Ho Alexandra Colby William Fisher AILaw 32 0 0 04 May 2025
Security Bug Report Prediction Within and Across Projects: A Comparative Study of BERT and Random Forest Farnaz Soltaniani Mohammad Ghafari Mohammed Sayagh 17 0 0 28 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 19 0 0 25 Apr 2025
Testing Individual Fairness in Graph Neural Networks Roya Nasiri 17 0 0 25 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 39 1 0 02 Apr 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 33 0 0 28 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 63 0 0 21 Feb 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 47 10 0 20 Feb 2025
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 ELM RALM 64 7 0 20 Feb 2025
K-ON: Stacking Knowledge On the Head Layer of Large Language Model Lingbing Guo Y. Zhang Zhongpu Bo Zhuo Chen Mengshu Sun Zhiqiang Zhang Wen Zhang H. Chen 75 0 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 98 0 0 04 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 65 0 0 28 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 43 1 0 12 Jan 2025
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 47 5 0 31 Dec 2024
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 61 1 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 45 10 0 31 Dec 2024
Can LLMs be Good Graph Judger for Knowledge Graph Construction? Haoyu Huang C. L. P. Chen Conghui He Yang Li Jiawei Jiang W. Zhang 79 1 0 26 Nov 2024
MEG: Medical Knowledge-Augmented Large Language Models for Question Answering Laura Cabello Carmen Martin-Turrero Uchenna Akujuobi Anders Søgaard Carlos Bobed AI4MH 53 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 44 1 0 30 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 51 2 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 26 3 0 17 Oct 2024
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs Lei Sun Xinchen Wang Youdi Li RALM 29 0 0 16 Oct 2024
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties Guanglin Niu 25 0 0 16 Oct 2024
Enriching Ontologies with Disjointness Axioms using Large Language Models Elias Crum Antonio De Santis Manon Ovide Jiaxin Pan Alessia Pisu Nicolas Lazzari Sebastian Rudolph 16 0 0 04 Oct 2024
Assessing SPARQL capabilities of Large Language Models Lars-Peter Meyer Johannes Frey Felix Brei Natanael Arndt 21 4 0 09 Sep 2024
Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 2024 Josiane Mothe 31 2 0 05 Sep 2024
LLMs generate structurally realistic social networks but overestimate political homophily Serina Chang Alicja Chaszczewicz Emma Wang Maya Josifovska Emma Pierson J. Leskovec 38 6 0 29 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 21 1 0 06 Aug 2024
The Ontoverse: Democratising Access to Knowledge Graph-based Data Through a Cartographic Interface Johannes Zimmermann Dariusz Wiktorek Thomas Meusburger Miquel Monge-Dalmau Antonio Fabregat Alexander Jarasch Gunter Schmidt Jorge S Reis-Filho T. I. Simpson 20 1 0 22 Jul 2024
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models Zike Yuan Ming Liu Hui Wang Bing Qin LRM ELM 44 2 0 03 Jul 2024
Large Language Model Enhanced Knowledge Representation Learning: A Survey Xin Wang Zirui Chen Haofen Wang Leong Hou U Zhao Li Wenbin Guo KELM 51 3 0 01 Jul 2024
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models Yichen Sun Zhixuan Chu Zhan Qin Kui Ren DiffM 25 0 0 24 Jun 2024
Ontology Embedding: A Survey of Methods, Applications and Resources Jiaoyan Chen Olga Mashkova Fernando Zhapa-Camacho R. Hoehndorf Yuan He Ian Horrocks 27 4 0 16 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 35 1 0 07 Jun 2024
Are Large Language Models the New Interface for Data Pipelines? Sylvio Barbon Junior Paolo Ceravolo Sven Groppe Mustafa Jarrar S. Maghool Florence Sèdes S. Sahri M. van Keulen LM&MA 29 8 0 06 Jun 2024
Efficient Knowledge Infusion via KG-LLM Alignment Zhouyu Jiang Ling Zhong Mengshu Sun Jun Xu Rui Sun Hui Cai Shuhan Luo Zhiqiang Zhang 24 9 0 06 Jun 2024
Assessing LLMs Suitability for Knowledge Graph Completion Vasile Ionut Iga G. Silaghi 38 2 0 27 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 48 27 0 23 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 34 35 0 20 May 2024
Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts Baolong Bi Shenghua Liu Lingrui Mei Yiwei Wang Pengliang Ji Xueqi Cheng KELM 38 27 0 19 May 2024
The Mercurial Top-Level Ontology of Large Language Models Nele Köhler Fabian Neuhaus 27 1 0 26 Apr 2024
Evaluating Class Membership Relations in Knowledge Graphs using Large Language Models Bradley Paul Allen Paul T. Groth 21 3 0 25 Apr 2024
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models Avinash Anand Mohit Gupta Kritarth Prasad Ujjwal Goel Naman Lal Astha Verma R. Shah 54 7 0 15 Apr 2024
Distilling Reasoning Ability from Large Language Models with Adaptive Thinking Xiao Chen Sihang Zhou K. Liang Xinwang Liu ReLM LRM 27 2 0 14 Apr 2024
"Don't forget to put the milk back!" Dataset for Enabling Embodied Agents to Detect Anomalous Situations James F. Mullen Prasoon Goyal Robinson Piramuthu Michael Johnston Dinesh Manocha R. Ghanadan LM&Ro 26 5 0 12 Apr 2024
Augmenting Knowledge Graph Hierarchies Using Neural Transformers Sanatan Sharma Mayank Poddar Jayant Kumar Kosta Blank Tracy Holloway King 21 0 0 11 Apr 2024
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model Yanpeng Ye Jie Ren Shaozhou Wang Yuwei Wan Haofen Wang B. Hoex Tong Xie Tong Xie Wenjie Zhang AI4CE 35 1 0 03 Apr 2024
ICE-SEARCH: A Language Model-Driven Feature Selection Approach T. Yang Tim Tianyi Yang Fuyuan Lyu Shaoshan Liu Xue Xue Liu 29 4 0 28 Feb 2024