Deep learning models are revolutionizing countless fields, such as image recognition to natural language processing. However, their sophisticated nature often poses a challenge: understanding how these systems arrive at their decisions. This lack of transparency, often referred to as the "black box" problem, impedes our ability to thoroughly trust