Researchers introduce eolas, a pipeline using large language models to extract knowledge graphs from scientific text, aligned with a specified ontology. This improves data reusability and reduces extraction time from 30-90 minutes to a few minutes. The work includes a benchmark dataset and guidelines for effective extraction.