We tested these matching/padding strategies on progressively more challenging tasks, demonstrating their capability to correctly identify molecules among analogues (structural isomers with the same molecular weight or different regioor stereoisomers). We observed higher sensitivity to the peak matching and padding methods than the choice of simulation techniques overall, emphasizing the importance of this aspect and the novel contributions of this work.