Collin Holgate

Toward Reliable Ad-hoc Scientific Information Extraction: A Case Study on Two Materials Dataset

We explore the ability of GPT-4 to perform ad-hoc schema-based information extraction from scientific literature. We assess specifically whether it can, with a basic one-shot prompting approach over the full text of the included manusciprts, replicate two existing material science datasets, one pert…