In this task, you have to identify the named entities (NER) which are the ingredients required given its directions. Named entities are the names of the items without their quantity.
Example: Preheat oven to 375 degrees., Boil syrup, sugar and shortening over medium heat, stirring constantly., Remove from heat., Gradually stir in flour and nuts., Drop by teaspoonfuls about 3 inches apart on lightly greased cookie sheet., Bake 5 to 6 min., Remove from oven and let stand 5 min, before removing from sheet., May be rolled into cylindrical shape while still hot., If cooled too much, return to oven for a minute., Yield: 4 dozen cookies.
Example solution: flour, nuts, corn syrup, shortening, brown sugar
Example explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: In a bowl, combine the first six ingredients. Add the water, oil, vinegar and vanilla. Coat an 8-in. square baking dish with cooking spray and dust with flour; add butter., Bake at 350 for 15-20 minutes or until a toothpick inserted in the center comes out clean. Cool for 10 minutes before removing from pan to a wire rack to cool completely., In a small bowl, beat the confectioners' sugar, cocoa, milk, butter and vanilla until smooth; set aside. Transfer cake to a work surface. Using a 3- to 3-1/2-in. heart-shaped cookie cutter, gently cut out four heart-shaped cakes (set cake scraps aside for another use)., Place one heart on a serving plate; spread with some frosting. Top with a second cake; frost top and sides. Repeat with remaining cakes and frosting. Decorate with icing and candies.
Solution: flour, sugar, brown sugar, baking cocoa, baking soda, salt, water, vegetable oil, white vinegar, vanilla, sugar, baking cocoa, milk, butter, vanilla, Decorating icing