Data Quality
Duplicate Document Detection in High-Volume Intake Queues
Multi-channel intake creates duplicates that simple matching rules cannot catch.
Marcus Bellweather
· 9 min read
The Paper Trail — Page 4
Feedback Loop Design Between Reviewers and Extraction Models
Structuring corrections with rich metadata turns review into training data.
Yuki Tanaka-Osei
Confidence Threshold Calibration for Document Extraction Queues
Confidence scores don't predict accuracy unless you measure them against ground truth first.
Declan Murtagh
Vendor Master Matching for Extracted Supplier Data
Extraction quality sets the hard ceiling on how accurate vendor matching can be.
Yuki Tanaka-Osei
Preventing Exception Propagation Into ERP Systems
Document extraction failures masquerade as ERP problems until caught at the parsing layer.
Marcus Bellweather
Handling Handwritten Fields in Structured Document Workflows
Separate handwriting recognition from field extraction to avoid costly misplacements.
Declan Murtagh
Tax Form Ingestion Workflow for Employee Onboarding
Automating tax forms requires routing, extraction, and audit trails all working together.
Priya Subramaniam
Per-Field Accuracy Measurement for Production Document Pipelines
Field-level accuracy reveals extraction failures that character-level metrics systematically hide.
Priya Subramaniam