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  • title: MatKG: The largest knowledge graph in Materials Science: Data curation and visualization Discovery through graph representation learning
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            MatKG: The largest knowledge graph in Materials Science: Data curation and visualization Discovery through graph representation learning
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            MatKG: The largest knowledge graph in Materials Science: Data curation and visualization Discovery through graph representation learning

            Dec 2, 2022

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            VV

            Vineeth Venugopal

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            SP

            Sumit Pai

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            EO

            Elsa Olivetti

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            About

            This paper introduces MatKG, a novel graph database of key concepts in material science spanning the traditional material-structure-property-processing paradigm. MatKG is autonomously generated through transformer-based, large language models and generates pseudo ontological schema through statistical co-occurrence mapping. At present, MatKG contains over 2 million unique relationship triples derived from 80,000 entities. This allows the curated analysis, querying, and visualization of materials…

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