Fairness has emerged as a critical topic in artificial intelligence, particularly with the rise of large language models (LLMs). These advanced models, designed to handle diverse applications like customer support and content creation, have a growing impact on our daily lives. However, as they are trained on vast datasets, they often inherit the biases present…