In a recent survey of more than 2,000 U.S. adults, researchers found that 15 percent of the people surveyed listed pizza as their all-time favorite food. Ice cream and chocolate came in second place, each getting 7 percent of the votes. Rounding out the top five was mac and cheese with 5 percent of the votes, and chips with 4 percent.