The last step of the work is the analysis of model performance in downstream tasks. To measure the effect of graph augmentation, the following graph structures were compared: standard molecular graphs, molecular graphs with added lone pair and bond nodes (including edges of interactions between them), and molecular graphs with added lone pair and bond nodes with corresponding features, derived from NBO analysis data. Comparing this way, we separated effects from additional features and increased information flow in the graph.