After ensuring that the models did not have regions of underpredictions, we moved to benchmarking several GNNs on tmQM wB97MV. Models were mainly compared by MAE, which describes the average error of the model's predictions; these provide information about how well the model predicts the energies of transition metal complexes in tmQM wB97MV.