Model architecture. At its core, the architecture comprises an embedded input layer and an SPT backbone, which together form the fundamental feature-extraction module. Building on this, the model bifurcates into two specialised branches: a regression head tasked with the precise prediction of stellar [Fe/H] and [α/Fe] indices, and a classification head designed for the binary classification of EMP and non-EMP stars.