Detailed Instructions: 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.
See one example below:
Problem: 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: flour, nuts, corn syrup, shortening, brown sugar
Explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: Saute onions, garlic and fennel seeds in a saucepan with a little olive oil about 3 minutes or until onions are tender., Combine milk, flour, salt and pepper in a small bowl until smooth., Stir into saucepan., Bring to a boil over over medium high heat until thickened, stirring constantly., Stir in pumpkin and reduce heat to low., Meanwhile cook ravioli according to package directions., Rinse and drain., Divide raviolis among 6 dishes., Top with sauce and sprinkle Parmesan cheese , if desired., Serve immediately.
Solution:
green onion, garlic, fennel seed, milk, flour, salt, pepper, solid-pack pumpkin, packages cheese ravioli, parmesan cheese