Sheaf.us
Scoreboard

Parse flows: how a page is read, step by step

The steps of each parse flow, by OCR and from a PDF's own text, and each flow's speed.

Its key points, its tables, how it was scored and its log load from /api/public/scoreboards/parse-flows.

Test documents

No test set: a speed needs no ground truth. Each flow is timed on the public filings of the sample cases on sheaf.us: court filings and SEC filings.

Glossary

Term Definition
OCR Optical character recognition: reading the text, tables and marks of a page from its image or PDF.
engine An OCR product or model that reads a page and returns its text, such as Mistral OCR, Landing AI or Reducto.
block One part of a page as an engine returns it: a paragraph, a table, a heading or a figure.
bounding box The rectangle that marks where something is printed on the page.
table cell One value of a table, where a row and a column meet.
form field A label on a form and the value written for it.
grounding Linking each value of a reading to its bounding box on the page.
ground truth The correct answers for a page, one fact per value, checkbox, choice or signature. Every reading is scored against them.
test set The pages a scoreboard is measured on, with their ground truth.
grader The program or model that compares a reading with the ground truth and counts what is right.

Test us with your documents. Send the bundle that currently ruins someone's afternoon, exactly as it arrived.