In certain cases partial sums of i.i.d. random variables with finite variance are better approximated by asequence of stable distributions with indices alpha_n o 2 than by a normal distribution. We discusswhen this happens and how much the convergence rate can be improved by using penultimateapproximations. Similar results are valid for other stable distributions.