How Does Differential Privacy Affect Social Bias in LLMs? A Systematic Evaluation

Eduardo Tenorio, Karuna Bhaila, Xintao Wu

Large language models (LLMs) trained on web-scale corpora can memorize sensitive training data, posing significant privacy risks. Differential privacy (DP) has emerged as a princip…