Pulkit Madaan

Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains

The difficulty of anonymizing text data hinders the development and deployment of NLP in high-stakes domains that involve private data, such as healthcare and social services. Poorly anonymized sensitive data cannot be easily shared with annotators or external researchers, nor can it be used to trai…