In this section, we follow the experimental setup as described in previous work, and provide an in-depth description of the five comparison models obtained from two packages: ChemProp 9,28 and DeepPurpose. The ChemProp results presented are taken from the literature, while the DeepPurpose results were obtained from the Therapeutic Data Commons leaderboard.