Unifying Large Language Models and Knowledge Graphs: A Roadmap-Reference-Cited by-同舟云学术

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Published:2024-07 Issue:7 Volume:36 Page:3580-3599
ISSN:1041-4347
Container-title:IEEE Transactions on Knowledge and Data Engineering
language:
Short-container-title:IEEE Trans. Knowl. Data Eng.

Author:

Pan Shirui¹^ORCID,Luo Linhao²^ORCID,Wang Yufei²,Chen Chen³^ORCID,Wang Jiapu⁴^ORCID,Wu Xindong⁵^ORCID

Affiliation:

1. School of Information and Communication Technology and Institute for Integrated and Intelligent Systems (IIIS), Griffith University, Nathan, QLD, Australia

2. Department of Data Science and AI, Monash University, Melbourne, VIC, Australia

3. Nanyang Technological University, Singapore

4. Faculty of Information Technology, Beijing University of Technology, Beijing, China

5. Key Laboratory of Knowledge Engineering with Big Data (the Ministry of Education of China), Hefei University of Technology, Hefei, China

Funder

Australian Research Council

National Natural Science Foundation of China

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Link

http://xplorestaging.ieee.org/ielx7/69/10549876/10387715.pdf?arnumber=10387715

Reference201 articles.

1. BERT: Pre-training of deep bidirectional transformers for language understanding;Devlin,2018

2. RoBERTa: A robustly optimized bert pretraining approach;Liu,2019

3. Exploring the limits of transfer learning with a unified text-to-text transformer;Raffel;J. Mach. Learn. Res.,2020

4. Generalizing Question Answering System with Pre-trained Language Model Fine-tuning

5. BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

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