Among a myriad of NN architectures, AIMNet-NSE and SpookyNet are the only two models (so far) that can rigorously incorporate spin-multiplicity degrees of freedom in the descriptor. This opens avenues for a description of chemical reactions with varying number of electrons in the system or transferable models for multiple charges and spin states.