Consistencies between the prediction from MLPNet and the APOGEE_payne catalog. This figure presents the results on 1975 test spectra (test set 1) of common objects between LAMOST and APOGEE. The upper panel is the scatter diagram with the theoretical consistency in solid line. The lower panels present distribution of residual error on the test set 1. The red dashed curve is a Gaussian fitting.