In the world of AI and natural language processing, privacy and utility often find themselves engaged in a delicate dance. As users attempt to leverage the power of Large Language Models (LLMs) like ChatGPT for sensitive or confidential data, they face the challenge of maintaining privacy without compromising the value these models bring. Enter the "ChatGPT Privacy Tango" – a metaphor for the intricate steps needed to balance these competing interests.

During this talk, we'll delve into a system we've designed to help users navigate the Privacy Tango, striking a balance between preserving privacy and maximizing utility with ChatGPT and LLMs. We'll discuss the significance of protecting personally identifiable information (PII) and maintaining data security while still enjoying the advantages of AI-powered language models. Additionally, we'll cover the pros and cons of this approach and touch on alternative systems that we've considered.

We invite you to join us as we explore the fascinating interplay of data privacy, secure enclaves, and PII removal, shedding light on the path towards more privacy-aware applications with Large Language Models. By the end of our session, you'll be better prepared to dance the ChatGPT Privacy Tango, armed with the knowledge and tools needed to safeguard sensitive information while harnessing the power of ChatGPT and LLMs.