No, not for this recipe. Since you are cooking the greens down over a long period of time, you do not have to remove the stems, but you will want to cut them into small pieces. I personally prefer to remove the stems. The stems are tough, but the leaves themselves are fairly tender. If you were to eat them raw or cook for a short period of time, you should remove the stems.