We compute the score (3) for two transformations, namely reflection across the vertical axis T = T x↔-x , and rotation of a 30 • angle in the plane of the image T = R(30 • ). For reflections we report a value of E[s Tx↔-x ] = 0.135 ± 0.003, computed by averaging scores for 21 images of molecules exhibiting such symmetry. This value indicates that the symmetry is well captured by our explanations, as can be seen in Figure . For rotations we instead report an average score over 121 molecule images of E[s R(30 • ) ] = 0.169 ± 0.004, which again indicates that upon rotations, the attribution maps show a high consistency. We report in Figure -c some examples of such transformations, the respective explanations and the associated scores. Such examples provide a visual intuition that for the achieved values of the score, the symmetries are well-respected by our explanations. We note that these tend to be less sparse than the original contextual explanations due to the normalization we introduced in (3).