Several approaches have been proposed for numerically solving lower dimensional differential algebraic equations (DAEs) for which more classical methods such as backward differentiation or implicit Runge-Kutta may not be appropriate. One of these approaches is called explicit integration (EI). This approach is based on solving nonlinear DAE derivative arrays using nonlinear singular least squares methods. This results in a computed ODE, called the least squares completion, whose solutions contain those of the original DAE. This ODE is then integrated by a classical numerical method. The additional dynamics of the least squares completion can affect the numerical solution of the DAE. A recentpaper examined these additional dynamics and developed an alternative least squares completion. In this paper we study the problem of modifying both of these completions in order to stabilize these extra dynamics.