How to Develop a Privacy-First Entity Recognition System

The system improves traditional NER for PII detection by leveraging Wikidata to build DEM and MISC gazetteers, creating a silver-labeled corpus, and fine-tuning a RoBERTa model for privacy-focused span recognition.