A systematic literature review of knowledge graph construction and application in education

Abu-Salih, Bilal; Alotaibi, Salihah

doi:10.1016/j.heliyon.2024.e25383

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2024

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Cited by 10 publications

References 99 publications

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Personalized Learning Path Generation Algorithm Based on Graph Neural Networks

Li,

Sun

2024

Lecture Notes on Data Engineering and Communications Technologies

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Personalized Learning Path Generation Algorithm Based on Graph Neural Networks

Li,

Sun

2024

Lecture Notes on Data Engineering and Communications Technologies

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Knowledge-Aware Self-supervised Educational Resources Recommendation

Chen,

Zhang,

Zhang

et al. 2024

Lecture Notes in Computer Science

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Core Concept Identification in Educational Resources via Knowledge Graphs and Large Language Models

Reales,

Manrique,

Grévisse

2024

SN COMPUT. SCI.

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The growing demand for online education raises the question of which learning resources should be included in online programs to ensure students achieve their desired learning outcomes. By automatically identifying the core concepts in educational materials, teachers can select coherent and relevant resources for their courses. This work explores the use of Large Language Models (LLMs) to identify core concepts in educational resources. We propose three different pipelines for building knowledge graphs from lecture transcripts using LLMs and ontologies such as DBpedia. These knowledge graphs are then utilized to determine the central concepts (nodes) within the educational resources. Results show that LLM-constructed knowledge graphs when guided by ontologies, achieve state-of-the-art performance in core concept identification.

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A systematic literature review of knowledge graph construction and application in education

Cited by 10 publications

References 99 publications

Personalized Learning Path Generation Algorithm Based on Graph Neural Networks

Personalized Learning Path Generation Algorithm Based on Graph Neural Networks

Knowledge-Aware Self-supervised Educational Resources Recommendation

Core Concept Identification in Educational Resources via Knowledge Graphs and Large Language Models

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