College - Author 1
College of Engineering
Department - Author 1
Computer Science Department
Jenny Wang, College of Engineering, Computer Science Department
Noyce School of Applied Computing
Advanced Large Language Models (LLMs) struggle to produce accurate results and preserve user privacy for use cases involving domain-specific knowledge. A privacy-preserving approach for leveraging LLM capabilities on domain-specific knowledge could greatly expand the use cases of LLMs in a variety of disciplines and industries. This project explores a method for acquiring domain-specific knowledge for use with GPT3 while protecting sensitive user information with ML-based text-sanitization.
October 1, 2023.