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This AI Reads Science Papers Like a Pro, Even When Humans Can’t Agree on the Words

  • Material experts annotated nine distinct categories from 75 research paper abstracts as training data for LLMs.
  • The central node 'Material' in the knowledge graph is connected to nodes describing its nomenclature, composition, attributes, and application.
  • Normalization process was employed to ensure uniform representation of entities and facilitate effective training of LLMs.
  • The study focuses on energy materials, with 150,000 abstracts of peer-reviewed research articles in battery, solar cell, and catalyst fields.

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