GeoExtractor: A Framework for Structured Information Extraction from Geoscientific Literature
This paper introduces GeoExtractor, a large language model-powered multi-agent framework that employs a hierarchical extraction strategy to automatically convert unstructured geoscientific literature into structured data, significantly outperforming existing methods and successfully reconstructing known tectonic patterns from a compiled database of zircon analyses.