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.

Mix sugar, eggs, vanilla and pineapple until well blended. Add flour and baking soda and walnuts., Mix well., Do not drain pineapple., Grease and flour 9 x 12-inch pan., Bake at 350 for 40 to 45 minutes.
flour, sugar, eggs, pineapple, vanilla, walnuts