Abstract Semiparametric regression models have received considerable attention over the last decades, because of their flexibility and good finite sample performances. Here we propose an innovative nonparametric test for linear part models, based on random sign-flipping appropriate transformation residuals, that exploits a spectral decomposition residualizing matrix associated with model. The c...