To study the effect of the molecular representations on the BO performance, the following procedure was used: the homolog scanning strategy was applied to a randomly generated lead peptide with a predicted IC50 ranging from 1 to 20 µM. During BO, peptide sequences were described using either the amino acid descriptors, the molecular fingerprint methods, or the out-of-the-box or fine-tuned pretrained pLMs.