Decision Models / UltraBERT Curation

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UltraBERT Curation

By Daniel van Strien · Released 28 Oct 2026

A 380M-parameter decision model for data curation: give it a web page, prompt, maths problem or library record and typed questions (topic, format, educational value, difficulty) and it returns a probability for every option. The release centres on its recipe: the data-building and training scripts are public, with source and labeller/licence metadata where known, and 516,964 of the 535,730 training rows are released (web text omitted).

Facts

Size
380M parameters, UltraBERT-380M encoder plus a GLiClass scoring head
Licence
Apache-2.0
Open data
516,964 of 535,730 training rows released, plus 1,020,000 FineWeb pages scored with it

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