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.
--------
Question: Mix the ingredients together; shape into meatballs., Place in a baking dish., Combine the sauce ingredients; pour over the meatballs., Bake for 1 hour at 350., Makes 45 meatballs.

Answer: milk, eggs, garlic powder, pepper, hamburger, oatmeal, onions, salt, chili powder

Question: Preheat the oven to 400 degrees F., Put the flour, baking powder, baking soda, cocoa, sugar, and 3/4 cup of the chocolate chips into a large bowl., Pour all the liquid ingredients into a measuring jug., Mix the dry and wet ingredients together, remembering that a lumpy batter makes the best muffins., Spoon into the prepared muffin cases., Sprinkle the remaining 1/4 cup chocolate chips on top., Bake for 20 minutes or until the muffins are dark, risen and springy.

Answer: flour, baking powder, baking soda, cocoa powder, sugar, semisweet chocolate chips, semisweet chocolate chips, milk, vegetable oil, vegetable oil, egg, vanilla

Question: In a bowl, mix giardiniera, artichoke hearts (including marinade), mushrooms, olives, tomato sauce, tuna, and vinegar. Cover and chill to blend flavors, at least 12 hours, or up to 2 days. Add salt and pepper to taste.

Answer:
giardiniera, hearts, button mushrooms, black olives, tomato sauce, water, red wine vinegar, Salt