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 first 8 ingredients well., Dissolve soda in boiling water. Add to first mixture., Mix well., Pour in a 9 x 13-inch pan. Bake 40 minutes at 350., Serves 12.
flour, white sugar, cocoa, cold water, oil, eggs, vanilla, salt, soda, boiling water

Prepare and bake cake mix according to package directions for 10 x 15 inch cake pan., Bring 1 cup evaporated milk and 1 cup sugar to a boil in saucepan., Stir in marshmallows until melted., Add coconut., Pour mixture over warm cake., Bring 1/2 cup evaporated milk and 1 1/2 cups sugar to a boil in saucepan., Stir in butter and chocolate chips until melted., Add almonds., Pour evenly over coconut layer.
chocolate cake, almonds, milk, sugar, marshmallows, coconut, milk, sugar, butter, chocolate chips

Place onions in skillet., Add sugar, mustard, salt and vinegar., Cook 20 minutes, covered., Add onion mixture to beans. Add crumbled bacon., Pour into 3-quart casserole., Bake at 350 for 1 hour.
bacon, onions, brown sugar, dry mustard, salt, cider vinegar, beans, green lima beans, dark red kidney beans, brick oven beans