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Published November 16, 2023 | Version v2
Dataset Open

MatKG 1.4

  • 1. ROR icon Massachusetts Institute of Technology

Description

MatKG is a comprehensive Knowledge Graph of Materials Science that captures a diverse range
of entities and relationships from scientific literature. MatKG includes materials, properties, applications, characterization methods,
synthesis methods, symmetry phase labels, and descriptors, among other entities, which are extracted automatically using
advanced natural language processing methods from over 5 million papers in the domain. Relationships between these entities are established using statistical means, resulting in a knowledge graph with over 150,000 entities and 3.5 million unique triples. MatKG is the largest knowledge graph in the field of materials science at the time of writing, and its development represents a significant advance in the organization and accessibility of materials science data

The related publication in Nature Scientific Data: https://www.nature.com/articles/s41597-024-03039-z.epdf

Files

SUBRELOBJ.csv

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md5:0f17792e09c34a7cfa75efed7b2477af
9.6 MB Download
md5:3160284bdd88ad703c7171cb77eb2f0c
969.5 MB Download
md5:3918d015edf4da539ba4b45173e72d5d
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md5:f0118145674db2667891a2a33332d2bd
184.0 MB Preview Download
md5:2ba5f5f513a1e07a1ff3a1cec804bda7
237.2 MB Download