Lower-level method, LSDA, successfully solved the convergence issue with n-hexane. The reason is that these methods rely on simpler approximations and empirical parameters, making them less sensitive to near-degenerate states and molecular symmetry. These methods often introduce numerical stabilization techniques, such as stronger density mixing or damping, which help mitigate oscillations in the SCF process.