Unifying Large Language Models and Knowledge Graphs: A Roadmap

14 June 2023

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

50 / 124 papers shown

Title
Enhancing LLMs via High-Knowledge Data Selection Feiyu Duan Xuemiao Zhang Sirui Wang Haoran Que Yuqi Liu Wenge Rong Xunliang Cai 10 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 12 0 0 19 May 2025
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge Graph Deeksha Prahlad Chanhee Lee Dongha Kim Hokeun Kim RALM 41 0 0 15 May 2025
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases Derian Boer Stephen Roth Stefan Kramer KELM 32 0 0 14 May 2025
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation Ching Han Chen Ming Fang Shiu 28 0 0 12 May 2025
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation Gerard Pons Besim Bilalli Anna Queralt 43 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 33 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 44 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 27 0 0 28 Apr 2025
Testing Individual Fairness in Graph Neural Networks Roya Nasiri 24 0 0 25 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 33 0 0 25 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 41 1 0 02 Apr 2025
AssertionForge: Enhancing Formal Verification Assertion Generation with Structured Representation of Specifications and RTL Yunsheng Bai Ghaith Bany Hamad Syed Suhaib Haoxing Ren 38 1 0 24 Mar 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 36 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 68 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 60 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 76 7 0 20 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim Edward Choi 48 0 0 18 Feb 2025
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment Yuxing Lu Jinzhuo Wang 38 1 0 10 Feb 2025
K-ON: Stacking Knowledge On the Head Layer of Large Language Model Lingbing Guo Wenjie Qu Zhongpu Bo Zhuo Chen Mengshu Sun Qing Cui Wen Zhang H. Chen 98 0 0 10 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 130 13 0 05 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 110 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 63 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 67 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 57 2 0 12 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 203 1 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 52 6 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 45 2 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 55 10 0 31 Dec 2024
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering Mufan Xu K. Chen Xuefeng Bai Muyun Yang T. Zhao Min Zhang 83 1 0 17 Dec 2024
Can LLMs be Good Graph Judge for Knowledge Graph Construction? Haoyu Huang Chong Chen Zeang Sheng Yang Li Wentao Zhang 84 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 157 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 110 1 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 38 9 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 78 6 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 37 4 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 34 0 0 16 Oct 2024
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties Guanglin Niu 37 0 0 16 Oct 2024
Leverage Knowledge Graph and Large Language Model for Law Article Recommendation: A Case Study of Chinese Criminal Law Yongming Chen Miner Chen Ye Zhu Juan Pei Siyu Chen Yu Zhou Yi Wang Yifan Zhou Hao Li Songan Zhang AILaw ELM 55 1 0 07 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 28 0 0 04 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 46 35 0 23 Sep 2024
Recent advances in deep learning and language models for studying the microbiome Binghao Yan Yunbi Nam Lingyao Li Rebecca A Deek Hongzhe Li Siyuan Ma 23 1 0 15 Sep 2024
Assessing SPARQL capabilities of Large Language Models Lars-Peter Meyer Johannes Frey Felix Brei Natanael Arndt 43 5 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 39 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 49 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 36 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 38 1 0 22 Jul 2024
STAGE: Simplified Text-Attributed Graph Embeddings Using Pre-trained LLMs Aaron Zolnai-Lucas Jack Boylan Chris Hokamp Parsa Ghaffari 42 1 0 10 Jul 2024
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Petr Anokhin Nikita Semenov Artyom Sorokin Dmitry Evseev Andrey Kravchenko Mikhail Burtsev Evgeny Burnaev LLMAG RALM KELM 55 7 0 05 Jul 2024
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models Zike Yuan Ming Liu Hui Wang Bing Qin LRM ELM 58 2 0 03 Jul 2024