Reconstructing Materials Tetrahedron: Challenges in Materials Information Extraction

arXiv:2310.08383v3 Announce Type: replace
Abstract: The discovery of new materials has a documented history of propelling human progress for centuries and more. The behaviour of a material is a function of its composition, structure, and properties, which further depend on its processing and testing conditions. Recent developments in deep learning and natural language processing have enabled information extraction at scale from published literature such as peer-reviewed publications, books, and patents. However, this information is spread in multiple formats, such as …

abstract arxiv challenges cond-mat.mtrl-sci cs.cl deep learning discovery extraction function history human information information extraction material materials natural processing progress testing type