Unifying Large Language Models and Knowledge Graphs: A Roadmap

Large language models (LLMs), such as ChatGPT and GPT4, are making new waves in the field of natural language processing and artificial intelligence, due to their emergent ability and generalizability. However, LLMs are black-box models, which often fall short of capturing and accessing factual know...

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Bibliographic Details
Published in:	IEEE transactions on knowledge and data engineering Vol. 36; no. 7; pp. 3580 - 3599
Main Authors:	Pan, Shirui, Luo, Linhao, Wang, Yufei, Chen, Chen, Wang, Jiapu, Wu, Xindong
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.07.2024 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Artificial intelligence bidirectional reasoning Chatbots Cognition Decoding generative pre-training Graphs Inference Knowledge graphs Knowledge representation Large language models Natural language processing Predictive models roadmap Task analysis Training
ISSN:	1041-4347, 1558-2191
Online Access:	Get full text
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