Efficiently curating metadata with controlled terminology is a critical yet time-consuming task in social science data management. Data depositors often provide insufficient metadata, necessitating extensive enhancement by data repository staff. This process traditionally involves navigating a wide array of controlled terms, requiring substantial time, expertise, and sometimes the creation of new terms.