Preheat oven to 350F. Grease 9x13 cake pan.
Beat cake mix with eggs, oil and liquid for 2 minutes. Stir in oranges. Pour into pan and bake for 20-25 minutes. Place on rack to cool. Remove from pan after 10 minutes if desired. Chill completely before frosting.
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