Preheat oven to 400°.
Arrange sweet potatoes and lemon slices in a 13 x 9-inch baking dish coated with cooking spray. Combine remaining ingredients. Drizzle sugar mixture over potatoes; cover with foil. Bake at 400° for 35 minutes. Uncover, stir well, and bake an additional 30 minutes.