The performance of the active learning approach may be influenced by the size of the atom environments (defined by maximum bond path lengths) used for the representation of SoMs and non-SoMs with CDPKit FAME descriptors. Using the same experimental setup as above, we explored how the active learning approach behaves using CDPKit FAME descriptors with bond path lengths of 1, 3, 5, and 7.