No, you definitely don't have to cook the peppers before hand. The method of covering the baking dish with foil traps in the heat and really bakes the peppers nicely, eliminating the need to bake first. But if you like a softer pepper and want to ensure all the water cooks out, roasting the peppers first may be a great option for you.