Read the Freight Paperwork

• ✓Build a reader that finds a field by where its label sits on the page, and measure why flat text fails on forms that print values under labels
• ✓Build a layout-aware token classifier and test it on shippers, and on a form, it has never seen
• ✓Measure whether a reader's stated confidence is true, and calibrate it field by field
• ✓Set an auto-post threshold for each field from what a wrong value costs, instead of one global cut-off
• ✓Report the straight-through rate at a required accuracy floor, and choose between the floor and the cheapest operating point
• ✓Reconcile a Bill of Lading, a Proof of Delivery and a booking, and tell a reading error from a real discrepancy
• ✓Route what is left to a review queue ordered by the expected cost of a mistake

Drill 3 of the Freight & Logistics track. You build the paperwork desk for a freight broker, turning scanned Bills of Lading and Proofs of Delivery into posted records, held discrepancies and a review queue. The number it is measured on is the share of documents it can post without a person looking, at an error rate the business can live with.