CILEX Apprenticeship Agreements: NLP Recall 91% vs Manual Review, 50 PDFs (2026)

NLP review of CILEX apprenticeship agreements hits 91% recall and 85% precision on 50 labeled PDFs. See which clause families qualify for automation in 2026. Independent technical note mirroring the canonical version: https://legalpdf.io/blog/cilex-apprenticeship-agreements-nlp-recall-91-vs-manual-review-50-pdfs-2026.php

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24045326
Primary Topic
Artificial Intelligence in Law
Type
preprint
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preprint

CILEX Apprenticeship Agreements: NLP Recall 91% vs Manual Review, 50 PDFs (2026)

Justin Howard
1 links
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
preprint

CILEX Apprenticeship Agreements: NLP Recall 91% vs Manual Review, 50 PDFs (2026)

Justin Howard
preprint en

Abstract

NLP review of CILEX apprenticeship agreements hits 91% recall and 85% precision on 50 labeled PDFs. See which clause families qualify for automation in 2026. Independent technical note mirroring the canonical version: https://legalpdf.io/blog/cilex-apprenticeship-agreements-nlp-recall-91-vs-manual-review-50-pdfs-2026.php

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
DOIOpen Access PDFOpenAlex
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CILEX Apprenticeship Agreements: NLP Recall 91% vs Manual Review, 50 PDFs (2026) — Justin Howard · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS