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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"

49 / 99 papers shown

Title
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 119 1 0 07 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 124 42 0 23 Sep 2024
Assessing SPARQL capabilities of Large Language Models Lars-Peter Meyer Johannes Frey Felix Brei Natanael Arndt 92 8 0 09 Sep 2024
LLMs generate structurally realistic social networks but overestimate political homophily Serina Chang Alicja Chaszczewicz Emma Wang Maya Josifovska Emma Pierson J. Leskovec 148 8 0 29 Aug 2024
AutoML-guided Fusion of Entity and LLM-based representations Boshko Koloski Senja Pollak Roberto Navigli Blaž Škrlj 100 0 0 19 Aug 2024
On the use of neurosymbolic AI for defending against cyber attacks G. Grov Jonas Halvorsen Magnus Wiik Eckhoff Bjørn Jervell Hansen Martin Eian Vasileios Mavroeidis AAML NAI 69 0 0 09 Aug 2024
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs Elan Markowitz Anil Ramakrishna Jwala Dhamala Ninareh Mehrabi Charith Peris Rahul Gupta Kai-Wei Chang Aram Galstyan LRM 114 9 0 31 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 136 10 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 136 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 219 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 88 1 0 24 Jun 2024
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs Mingyi Jia Junwen Duan Yan Song Jianxin Wang 101 9 0 20 Jun 2024
Automating IRAC Analysis in Malaysian Contract Law using a Semi-Structured Knowledge Base Xiaoxi Kang Zhuang Li Lay-Ki Soon Zhuang Li Adnan Trakic AILaw 95 2 0 19 Jun 2024
Ontology Embedding: A Survey of Methods, Applications and Resources Jiaoyan Chen Olga Mashkova Fernando Zhapa-Camacho Robert Hoehndorf Yuan He Ian Horrocks 166 6 0 16 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 97 2 0 07 Jun 2024
Reasoning about concepts with LLMs: Inconsistencies abound Rosario A. Uceda-Sosa Karthikeyan N. Ramamurthy Maria Chang Moninder Singh 98 4 0 30 May 2024
Assessing LLMs Suitability for Knowledge Graph Completion Vasile Ionut Iga G. Silaghi 79 3 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 150 48 0 23 May 2024
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 208 11 0 22 May 2024
Large Language Models for Cyber Security: A Systematic Literature Review HanXiang Xu Shenao Wang Ningke Li Kaidi Wang Yanjie Zhao Kai Chen Ting Yu Yang Liu Haoyu Wang 139 43 0 08 May 2024
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning Tianle Xia Liang Ding Guojia Wan Yibing Zhan Bo Du Dacheng Tao LRM 83 1 0 02 May 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 126 9 0 23 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 103 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 117 6 0 14 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 Imran Razzak B. Hoex Haofen Wang Tong Xie Wenjie Zhang AI4CE 149 4 0 03 Apr 2024
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion Jiapu Wang Zheng Cui Boyue Wang Shirui Pan Junbin Gao Baocai Yin Wen Gao 78 6 0 28 Mar 2024
Exploring the Potential of Large Language Models in Graph Generation Yang Yao Xin Eric Wang Zeyang Zhang Yi Qin Ziwei Zhang Xu Chu Yuekui Yang Wenwu Zhu Hong-yan Mei 89 13 0 21 Mar 2024
Threats, Attacks, and Defenses in Machine Unlearning: A Survey Ziyao Liu Huanyi Ye Chen Chen Yongsen Zheng K. Lam AAML MU 145 33 0 20 Mar 2024
Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations Hasan Abu-Rasheed Christian Weber M. Fathi AI4Ed 73 33 0 05 Mar 2024
Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models Derong Xu Ziheng Zhang Zhenxi Lin Xian Wu Zhihong Zhu Tong Xu Xiangyu Zhao Yefeng Zheng Enhong Chen 87 15 0 04 Mar 2024
Large Language Models Can Better Understand Knowledge Graphs Than We Thought Xinbang Dai Yuncheng Hua Tongtong Wu Yang Sheng Qiu Ji Guilin Qi 181 0 0 18 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 138 3 0 15 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 250 426 0 09 Feb 2024
Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning D. Bhattacharjya Junkyu Lee Don Joven Agravante Balaji Ganesan Radu Marinescu LLMAG 56 1 0 02 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 408 33 0 25 Jan 2024
Self-sustaining Software Systems (S4): Towards Improved Interpretability and Adaptation Christian Cabrera Andrei Paleyes Neil D. Lawrence 75 3 0 21 Jan 2024
Knowledge-Centric Templatic Views of Documents Isabel Cachola Silviu Cucerzan Allen Herring Vuksan Mijovic Erik Oveson S. Jauhar 90 2 0 13 Jan 2024
Towards Self-Interpretable Graph-Level Anomaly Detection Yixin Liu Kaize Ding Qinghua Lu Fuyi Li Leo Yu Zhang Shirui Pan 117 54 0 25 Oct 2023
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation A. Mulyadi Heung-Il Suk 84 1 0 23 Oct 2023
Reliable Academic Conference Question Answering: A Study Based on Large Language Model Zhiwei Huang Long Jin Junjie Wang Mingchen Tu Yin Hua Zhiqiang Liu Jiawei Meng Hua-zeng Chen Wen Zhang 73 0 0 19 Oct 2023
Systematic Assessment of Factual Knowledge in Large Language Models Linhao Luo Thuy-Trang Vu Dinh Q. Phung Gholamreza Haffari KELM 63 10 0 18 Oct 2023
How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zihan Zhang Meng Fang Lingxi Chen Mohammad-Reza Namazi-Rad Jun Wang KELM 98 24 0 11 Oct 2023
Knowledge Engineering using Large Language Models Bradley Paul Allen Lise Stork Paul T. Groth 91 25 0 01 Oct 2023
Graph Neural Prompting with Large Language Models Yijun Tian Huan Song Zichen Wang Haozhu Wang Ziqing Hu Fang Wang Nitesh Chawla Panpan Xu AI4CE 109 49 0 27 Sep 2023
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects Jiapu Wang Boyue Wang M. Qiu Shirui Pan Bo Xiong ... Linhao Luo Tengfei Liu Yongli Hu Baocai Yin Wen Gao 85 22 0 04 Aug 2023
Towards Semantically Enriched Embeddings for Knowledge Graph Completion Mehwish Alam F. V. Harmelen Maribel Acosta 113 4 0 31 Jul 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 134 96 0 19 May 2023
Construction of Knowledge Graphs: State and Challenges Marvin Hofer Daniel Obraczka A. Saeedi Hanna Köpcke Erhard Rahm 83 38 0 22 Feb 2023
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces Jiahang Cao Jinyuan Fang Zaiqiao Meng Shangsong Liang 108 76 0 07 Nov 2022