Before revision:  In both cases, we show that our approximating family is faster to calibrate than either mean field or structured Gaussian approximations, and that the gains in posterior estimation accuracy are considerable .
After revision:  In both cases, we show that our approximating family is considerably more accurate than mean field or structured Gaussian approximations, and that the gains in posterior estimation accuracy are considerable .