Abstract Transformer models coupled with a simplified molecular line entry system (SMILES) have recently proven to be powerful combination for solving challenges in cheminformatics. These models, however, are often developed specifically single application and can very resource-intensive train. In this work we present the Chemformer model—a Transformer-based model which quickly applied both seq...