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This article discusses the importance of a knowledge graph for materials terminology and introduces the Materials Genome Engineering Database Knowledge Graph (MGED-KG), which is automatically constructed from text corpus via natural language processing. The article also mentions the development of a knowledge web system based on MGED-KG and its potential in improving data sharing efficiency for materials science data.