Similarly, the GNNExplainer is queried for the SN2 reaction as both GNNs failed to identify the correct reaction centre. From Figure , it can be seen that EGAT highlights the amine group, whereas D-MPNN fails to do so. Nonetheless (similarly to the masked attention model), much importance is provided to irrelevant carbons along the carbon chain.