It is indeed much more efficient. In general, you can evaluate a scalar function and its gradient with less than twice the effort required to compute the scalar

It is indeed much more efficient. In general, you can evaluate a scalar function and its gradient with less than twice the effort required to compute the scalar function alone -- regardless of the number of parameters.