In the second part of this work, we test the optimized hyperparameters on a larger, not premapped search space. The 447 monomer SMILES list used in the first part of this work was expanded to 1200 monomer SMILES, including additional common repeat units in conjugated materials, as well as common aryl-vinyl and aryl-azo combinations. These monomers are used to create hexamers (oligomers containing 6 monomer units). Contrary to the first part of this work, where only the alternating ABABAB sequence was allowed, all possible 2 monomer sequences are permitted. This yields 2 = 64 possible sequences. Thus, the total search space for this part of the work is 46,041,600 oligomers.