Docen Parse 2.1
Faster pages, better equations, and improved reading order on dense layouts.
THE DOCEN TEAM·May 19, 2026·4 MIN READ
Faster pages, better equations, and improved reading order on dense layouts.
What's new
This update centers on Docen Parse. The short version: cleaner output on the documents that used to give it trouble, and fewer surprises on everything else.
The improvements come from better training data, a sharper decoding pass, and evaluation that caught regressions we would otherwise have shipped.
- Improved handling of equations.
- Improved handling of reading order.
- Improved handling of dense layouts.
By the numbers
+5%
accuracy on hard pages
−28%
median latency
92
languages supported
Getting started
The update is live on the managed API and available for self-hosted deployments. Existing integrations pick it up with no code changes — the output format is unchanged.
Want to see it on your own documents? Open the playground or reach out — we're happy to run a sample with you.
equationsreading orderdense layouts