A value can be copied accurately and still lose meaning if its label, unit, date, entity or table row is detached. Extraction design should preserve the relationship that makes the field interpretable.
Documents often contain repeated headers, footnotes, merged cells and multi-page tables. Images can be skewed or unclear. Databases may require joins or filters. Representative samples are used to identify these structures before production.
OCR data extraction can accelerate suitable printed sources, but recognition output is not treated as final evidence. Priority fields and low-confidence values receive the agreed human checks, while illegible content remains flagged.
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