Preheat oven to 350 degrees. Prepare cake mix as per package directions. Pour into greased jelly roll pan. Beat cream cheese, sugar, and eggs until smooth and creamy. Spoon onto top of cake batter. With a knife, swirl to marbleize. Sprinkle with chocolate chips and nuts. Bake 30 to 35 minutes.