DPP4 and diabetes mellitus: Overall, this study emphasizes the value of integrating neuro-symbolic modeling, which combines data-driven learning with logical rule-based reasoning, for highly accurate classification of DPP-4 inhibitor activity in the context of diabetes mellitus, a task that conventional data-driven AI approaches (DNN, Transformer) are incapable of.