A Constrained Natural-Language Interface for Variational Multi-Physics Finite Element Simulations in FEniCS

Nilay Upadhyay, Wesley F. Reinhart

Large language models can reduce the manual effort required to set up finite element simulations, but they introduce reliability risks when generated solver code lies on the critic…