AutoSchema: Self-Prompted Schema Induction and Evidence-Grounded Extraction for Materials Science Literature
Compared to ChemDataExtractor, AutoSchema improves coverage and yields more verifiable extractions; compared to an evidence-grounded ChatExtract-style baseline with a manually specified field list, AutoSchema provides stronger evidence support, while fixed-field prompting can reach higher fill rate and domain-specific...