Cut peeled sweet potatoes into medium cubes and add to large glass baking dish or baking sheet. Toss with olive oil, rosemary, salt, and pepper, and cover with parchment paper. Roast for 35 minutes, remove parchment and roast for a further 15 minutes, or until very tender and beginning to caramelize.