Bias in the age of generative AI: a deep dive into autoregressive model fairness

• Main Author: Ng, Darren Joon Kai
• Other Authors: Luu Anh Tuan
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science
• Online Access: https://hdl.handle.net/10356/181069
• Institution: Nanyang Technological University

This study presents a comprehensive evaluation of biases in prominent autoregressive language models, including GPT-2, Llama-7B, and Mistral-7B. The research systematically assesses the models' performance across multiple dimensions of bias, including toxicity, gender, race, religion, and LG...