Abstract In order to approximate Gibbs energy functions, a semi-automated framework is introduced for binary and ternary material systems, using Calphad databases. To generate formulations by means of second-order polynomials, the includes precise approach. Furthermore, an optional extensional step enables modeling systems in which direct generation leads unsatisfactory results representation t...