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.

Preheat oven to 350., In, 9 x 13-inch pan grease well.
butter, eggs, flour, milk, salt, baking powder, Cheddar cheese

Mix and bake in 2 small loaf pans at 350 until toothpick comes out clean.
flour, sugar, eggs, oil, water, vanilla, raisins, walnuts, soda, pumpkin, salt, pumpkin pie spice

Spread on cake, then brown under broiler for a few minutes.
boiling water, oats, butter, white sugar, brown sugar, eggs, flour, soda, vanilla, cinnamon, salt, brown sugar, coconut, butter, milk