Train a Privacy Shield in 30 Minutes: The Zero-Data Trick Inside tanaos-text-anonymizer-v1

Train a Privacy Shield in 30 Minutes—Inside tanaos-text-anonymizer-v1’s Zero-Data Trick ❝ Core question: How do you scrub names, addresses, phones, dates and locations from text when you have zero labeled examples? One-sentence answer: Load tanaos-text-anonymizer-v1, let the Artifex library synthesise 10 k training lines on the fly, fine-tune for ten minutes, and you get a tiny model that replaces sensitive spans with [MASKED] tokens faster than you can grep. ❞ What this article answers (and why you should care) 「Central question:」 “Can a model with only 110 M parameters really reach production-grade PII removal without any human-labeled data?” 「Short answer:」 …