In a previous study, new bioactive compounds were successfully identified via beam search sampling , which is a heuristic greedy algorithm. Its search "breadth" is controlled by a width parameter (k), which represents the number of the most probable SMILES strings that the model considers during string extension. In this study, beam search was used as a reference method for comparison with multinomial sampling.