Redact or Keep? A Fully Local AI Cascade for Educational Dialogue De-Identification

A local AI pipeline for de-identifying educational dialogue reduces privacy risk in AI-mediated learning data.

Auto-scored: A real but partial privacy-protection step for educational AI data, with no escalation or misuse.