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.
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.
Example solution: flour, nuts, corn syrup, shortening, brown sugar
Example explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: Preheat the oven to 425°F. Line 2 baking pans with parchment paper., Heat oil in a large skillet on medium heat. Cook onion and garlic for 3 mins, stirring, until soft. Add ground beef and cook on high for 5 mins, stirring to break up any lumps, until brown. Stir in cumin, red pepper flakes, beans, peas and cilantro. Season to taste and set aside to cool., Lightly roll out pie crusts on floured surface. Cut each crust into quarters. Divide beef mixture among pieces. Moisten edges with water and fold to enclose filling. Press edges with back of a fork to seal. Place on prepared pans., Bake for 20 mins, or until golden. Serve with yogurt.

Solution: oil, onion, garlic, ground beef, red pepper, ground cumin, beans, frozen peas, fresh cilantro, Yogurt