Unifying Large Language Models and Knowledge Graphs: A Roadmap

14 June 2023

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

50 / 129 papers shown

Title
Large Language Model Enhanced Knowledge Representation Learning: A Survey Xin Wang Zirui Chen Haofen Wang Leong Hou U Zhao Li Wenbin Guo KELM 68 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 37 0 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 42 7 0 20 Jun 2024
Ontology Embedding: A Survey of Methods, Applications and Resources Jiaoyan Chen Olga Mashkova Fernando Zhapa-Camacho Robert Hoehndorf Yuan He Ian Horrocks 50 4 0 16 Jun 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 42 0 0 07 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 48 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 37 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 Qing Cui 42 9 0 06 Jun 2024
Assessing LLMs Suitability for Knowledge Graph Completion Vasile Ionut Iga G. Silaghi 49 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 68 33 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 60 10 0 22 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 49 36 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 49 28 0 19 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 57 7 0 15 May 2024
DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific Literature Dawei Li Shu Yang Zhen Tan Jae Young Baik Sunkwon Yun ... D. Duong-Tran Ying Ding Huan Liu Li Shen Tianlong Chen 59 34 0 08 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 42 29 0 08 May 2024
Red-Teaming for Inducing Societal Bias in Large Language Models Chunyan Luo Ahmad Ghawanmeh Bharat Bhimshetty Kashyap Murali Murli Jadhav Xiaodan Zhu Faiza Khan Khattak KELM 46 0 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 36 1 0 02 May 2024
The Mercurial Top-Level Ontology of Large Language Models Nele Köhler Fabian Neuhaus 40 1 0 26 Apr 2024
Evaluating Class Membership Relations in Knowledge Graphs using Large Language Models Bradley Paul Allen Paul T. Groth 29 3 0 25 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 33 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 56 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 37 4 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 28 5 0 12 Apr 2024
Augmenting Knowledge Graph Hierarchies Using Neural Transformers Sanatan Sharma Mayank Poddar Jayant Kumar Kosta Blank Tracy Holloway King 31 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 Imran Razzak B. Hoex Haofen Wang Tong Xie Wenjie Zhang AI4CE 48 1 0 03 Apr 2024
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs Harry Li G. Appleby Ashley Suh 47 7 0 01 Apr 2024
Threats, Attacks, and Defenses in Machine Unlearning: A Survey Ziyao Liu Huanyi Ye Chen Chen Yongsen Zheng K. Lam AAML MU 35 28 0 20 Mar 2024
Towards Enabling FAIR Dataspaces Using Large Language Models Benedikt T. Arnold Johannes Theissen-Lipp D. Collarana Christoph Lange Sandra Geisler Edward Curry Stefan Decker 34 1 0 18 Mar 2024
ICE-SEARCH: A Language Model-Driven Feature Selection Approach T. Yang Tim Tianyi Yang Fuyuan Lyu Shaoshan Liu Xue Xue Liu 36 4 0 28 Feb 2024
Large Language Models Can Better Understand Knowledge Graphs Than We Thought Xinbang Dai Yuncheng Hua Tongtong Wu Yang Sheng Qiu Ji Guilin Qi 82 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 38 3 0 15 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomáš Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 134 375 0 09 Feb 2024
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation Zijie Zhong Yunhui Zhang Ziyi Chang Zengchang Qin GNN 33 0 0 06 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 35 138 0 05 Feb 2024
The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models M. Pternea Prerna Singh Abir Chakraborty Y. Oruganti M. Milletarí Sayli Bapat Kebei Jiang OffRL 33 7 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 75 27 0 25 Jan 2024
Prompt Design and Engineering: Introduction and Advanced Methods Xavier Amatriain LLMAG AI4CE 38 48 0 24 Jan 2024
Generative Multi-Modal Knowledge Retrieval with Large Language Models Xinwei Long Jiali Zeng Fandong Meng Zhiyuan Ma Kaiyan Zhang Bowen Zhou Jie Zhou 40 15 0 16 Jan 2024
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph Tiezheng Guo Qingwen Yang Chen Wang Yanyi Liu Pan Li Jiawei Tang Dapeng Li Yingyou Wen RALM LRM 39 22 0 26 Dec 2023
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models Debarati Das Ishaan Gupta Jaideep Srivastava Dongyeop Kang 41 9 0 16 Nov 2023
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion? Yusuke Sakai Hidetaka Kamigaito Katsuhiko Hayashi Taro Watanabe 26 1 0 15 Nov 2023
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 37 81 0 14 Nov 2023
FLEEK: Factual Error Detection and Correction with Evidence Retrieved from External Knowledge Farima Fatahi Bayat Kun Qian Benjamin Han Yisi Sang Anton Belyi Samira Khorshidi Fei Wu Ihab F. Ilyas Yunyao Li HILM 47 26 0 26 Oct 2023
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation A. Mulyadi Heung-Il Suk 40 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 34 0 0 19 Oct 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Zhonghong Ou Luu Anh Tuan RALM 34 38 0 13 Oct 2023
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement Rui Yang Jiahao Zhu Jianping Man Li Fang Yi Zhou 24 18 0 12 Oct 2023
Large Language Models for Scientific Synthesis, Inference and Explanation Yizhen Zheng Huan Yee Koh Jiaxin Ju A. T. Nguyen Lauren T. May Geoffrey I. Webb Shirui Pan ELM 59 33 0 12 Oct 2023
Graph Neural Prompting with Large Language Models Yijun Tian Huan Song Zichen Wang Haozhu Wang Ziqing Hu Fang Wang Nitesh V. Chawla Panpan Xu AI4CE 37 44 0 27 Sep 2023