Figure : The machine learning potential developed in this work reproduces the firstprinciples structure of liquid ammonia (A) and carbamate-carbamic acid dissolved in liquid ammonia (B). Type-type pair correlation functions of liquid ammonia and carbamatecarbamic acid dissolved in liquid ammonia are shown in panels A and B, respectively. Continuous lines contain the results derived from machine learning, while dashed grey lines display the pair correlation functions obtained through first-principles molecular dynamics. Insets in both figures show an amplified region of the plot to better visualize the strong correlation arising from covalent bonds and intramolecular H-H pairs.