The issue always is, was the de-identification effective?
With a birtdate, gender, and zip code, ~85% of Americans can be uniquely identified.[0] Much data contains much more unique information than that; I imagine most data about you has identifiable fingerprints - where you go, what you bought at the grocery store, your medical conditions, movies you watch, music you listen to, entertainment choices, hobbies, etc.
An LLM is the perfect tool to identify someone based on that data.
nycdatasci•56m ago