Additionally, we highlight that while some approaches tend to perform better than others, no encoding significantly outperforms all others across all QSAR datasets in our study. This finding indicates that it is necessary to evaluate multiple fingerprints in order to obtain the best performance possible when constructing molecular property prediction models for the NP chemical space.