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Yixin Chen

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Book Open access Aug 2026

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...

Ming-Fang Zhu, Yixin Chen, Zhi-Ling Zheng · 0 citations

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