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: Heat some olive oil in a soup pot over medium heat. Once hot, add the celery, onions, and carrots. Saute for 5 minutes or so, until the veggies start to soften. Add the garlic, salt, pepper, and oregano and sautee for 2 minutes, being careful not to burn the garlic., Dump in the tomato sauce and broth. Simmer on medium heat for about 10 minutes, stirring occasionally., Turn the heat up to high until it's almost boiling and throw the tortellini and mushrooms. When the tortellini have cooked through, turn off your heat source and toss in the spinach, tomatoes and basil. Taste your broth and adjust seasonings., If you're feeling naughty, top each bowl with a sprinkle of mozzarella., **Cooks Note: If you are not serving immediately or plan on having leftovers, cook the tortellini separately and add them in per bowl. Otherwise they'll absorb all of your broth**, This is the kind of soup you can take out the stuff you like, and add some of the stuff you really enjoy., Have fun!
Solution:
Rib Of Celery, Onion, Carrot, clove Garlic, Oregano, Salt, Black Pepper, Tomato Sauce, Chicken, Tortellini, Bella Mushrooms, Spinach, Cherry Tomatoes, Fresh Basil, Olive Oil