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.
One example: Preheat oven to 375 degrees., Boil syrup, sugar and shortening over medium heat, stirring constantly., Remove from heat., Gradually stir in flour and nuts., Drop by teaspoonfuls about 3 inches apart on lightly greased cookie sheet., Bake 5 to 6 min., Remove from oven and let stand 5 min, before removing from sheet., May be rolled into cylindrical shape while still hot., If cooled too much, return to oven for a minute., Yield: 4 dozen cookies.
Solution is here: flour, nuts, corn syrup, shortening, brown sugar
Explanation: This is a good example, as we see the NER is generated correctly from the directions.

Now, solve this: brown beef in a skillet with the chopped onions., when near finished, drain off the fat as well as possible., Boil water in large pot for noodles, adding a small amount of oil to avoid noodles sticking., blend chopped pepper, tom sauce garlic in with the meat., cover and let simmer for about ten minutes., Drain noodles and blend all in the large pot., dump all into casserole dish and cover with thick slices (about 1/4 in) of Velveeta cheese., Bake at 300 degrees for about 40 minutes and serve., The no-yokes will not turn to mush so you can reheat the leftovers the next day.
Solution:
lean ground beef, onion, garlic, tomato sauce, green pepper, noodles, Velveeta cheese, olive oil