No, no pruning is required. At the end of the growing season the flowers and stems die back. Leave them for the winter to provide habitat for invertebrates—all those essential creatures that bring life to the garden and need a safe place to spend the winter. Late spring cut the old growth down to 6-inches. New growth will appear all around it.