Extraction of Protein Digestibility Data

The desired outcomes: High accuracy across table types: target table-level accuracy ≥ 95% and field-level F1 ≥ 0.92 for core nutrition fields (nutrient name, quantity, unit, and context). Comprehensive coverage of complex layouts: ≥90% of tables with identified layout types (multi-column, merged headers, irregular headers) are correctly interpreted. End-to-end automation: processing of large document sets with minimal manual quality assurance, enabling batch runs with near-zero per-paper intervention.

Scientific research papers