In summary, the final output of the bonus round should be a list of 1000 peptides for each of the three classes (i.e. H, L and M). In the next paragraph we describe the procedure we implemented to generate such a list. The main idea is to generate de-novo peptides by extracting from the training set the motifs that characterize the epitope. A schematic representation of the implemented procedure is shown in Figure 1 .