Latent-abundance relations for the learned representation for LAMOST spectra. Contour plot of latent features (from left to right, z_M, z_a, z_C) and their corresponding chemical abundances for LAMOST spectra. The scatter points represent individual data points, and the contour lines represent data density, with lighter contours indicating regions of higher density. In red we show the 20 spectra with largest reconstruction errors.