Not What the Doctor Ordered: Surveying LLM-based De-identification and Quantifying Clinical Information Loss

Kiana Aghakasiri, Noopur Zambare, JoAnn Thai +4

De-identification in the healthcare setting is an application of NLP where automated algorithms are used to remove personally identifying information of patients (and, sometimes, p…