Accurate identification of chemical entities is essential in virtually every scientific discipline, from medicinal development to industrial monitoring. These identifiers, which can contain names, numbers, and structural characteristics, provide a unique reference point, eliminating ambiguity and facilitating efficient communication. For case, the