TASK DEFINITION: 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.
PROBLEM: Preheat oven to 350 degrees. Grease and flour a 18 x 13 inch rimmed sheet tray., Using a hand mixer cream butter and sugar until light and fluffy. Add eggs one at a time until combined., In a separate bowl whisk together the flour, baking powder and salt. Add the dry ingredients in two batches alternating with the milk. Mix until just combined., Pour into the prepared sheet tray and spread to an even layer., Bake for 20-25 minutes until a toothpick inserted into the middle of the cake comes out clean. Allow cake to cool fully., Spread the pudding on top of the cake. Sprinkle an even layer of sugar on top of the cake being sure to cover the entire surface. Give the pan a shake to help evenly distribute the sugar., Using a blowtorch melt the sugar on top. Alternatively, broil the cake in the oven being sure to watch carefully so as not to burn., Slice and serve.

SOLUTION: Cake, unsalted butter, sugar, eggs, flour, baking powder, kosher salt, milk, vanilla pudding, milk, Topping, sugar

PROBLEM: Brown sausage in a skillet until cooked thoroughly, breaking into small pieces; drain., In a bowl, combine soup, cheese and water., Add biscuit mix and stir until well blended., Add sausage. Place batter into greased muffin cups, filling about 3/4 full.

SOLUTION: pork sausage, cheddar cheese, cheddar cheese, water, biscuit baking mix

PROBLEM: In a medium-sized mixing bowl, combine cream cheese, sour cream and taco seasoning. Spread this mixture in a 9-inch (or a little larger) round serving dish. Top the mixture with lettuce, Cheddar cheese, tomatoes, bell pepper and black olives.

SOLUTION:
cream cheese, taco seasoning mix, Cheddar cheese, tomatoes, green bell pepper, black olives