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.
Input: Combine dry ingredients in a large mixer bowl., Add eggs, milk, oil and vanilla., Beat at medium speed for 2 minutes. Remove from mixer., Stir in boiling water (the batter will be thin and smells like hot chocolate)., Pour into 2 greased and floured 9-inch layer pans or 1 (9 x 13-inch) pan., Bake at 350 for 30 to 35 minutes for layers, 35 to 40 minutes for 9 x 13-inch pan or until cake tester put in center comes out clean., Cool 10 minutes on rack., Remove from pan(s) and cool completely.
Output:
flour, sugar, cocoa, baking soda, baking powder, salt, eggs, milk, vegetable oil, vanilla, boiling water