# Transformer versus traditional natural language processing: how much data is enough for automated radiology report classification?

> Research article (British Journal of Radiology, 2023) · cited 29× · AI/ML

**Wikidata**: [openalex:W4376113940](https://www.wikidata.org/wiki/openalex:W4376113940)  
**Source**: https://4ort.xyz/entity/transformer-versus-traditional-natural-language-processing-how-much-data-is-enough-for-automated-radiology-report-classi