Resimulation results for all class III templates for the cINN trained on the Settl library. In each panel, the black curve indicates the observed spectrum, and the red and blue curves correspond to the spectra that were resimulated based on the cINN MAP estimates and literature properties, respectively. The latter values are summarised in the table in each panel. If either the red or blue or both curves are lacking, the corresponding set of parameters could not be resimulated. For the RMSEs and R² scores of the resimulated spectra, see Table A.1.