College - Author 1
College of Engineering
Department - Author 1
Computer Science Department
Advisor
Jenny Wang, College of Engineering, Computer Science Department
Funding Source
Noyce School of Applied Computing
Date
10-2023
Abstract/Summary
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.
Included in
Artificial Intelligence and Robotics Commons, Databases and Information Systems Commons, Information Security Commons
URL: https://digitalcommons.calpoly.edu/ceng_surp/21