While graph-based approaches accept input that is more atom based than FPs, we generally find worse agreement with the ground truth for the GCNN/XAI combi studied here. Through these examples we exemplify how a quantitative regression benchmark such as the one presented can be used to extract information about the behavior of the ML model and/or XAI method.