Key Information Extraction
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- Free series surveys scoring methods for Intelligent Document Processing
A free, two-part Medium series surveys current practices for evaluating Intelligent Document Processing (IDP), with a focus on Key Information Extraction from structured documents, especially forms. According to the author, it covers raw extraction outcomes, confusion-matrix scoring for text fields and checkboxes, treatment of blanks and unreadable values, F1, recall, accuracy, IoU, precision, specificity, calibration, OCR metrics, and the distinction between confidence and correctness. The first part is titled “Confidence Is Not Correctness,” while the second covers approaches to evaluating form extraction.
r/MachineLearning · 🔥 0
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