The results indicate that in most cases QAPs provide enough information to yield predictions more accurate than the baseline. Among designed QAPs, spQAPs proved to be the most informative, thus this type of representation was investigated the most. It appears that in some cases enriching atom pairs with information derived from quantum chemistry improves the accuracy of the models relative to traditional atom pairs.