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: 1. Preheat oven to 300*F., 2. Cut each full rack of ribs in half, so that you have 4 half racks. Sprinkle salt and pepper (more pepper than salt), and 1 tablespoon chile pepper over meat. Wrap each half rack in aluminum foil. Bake for 2 1/2 hours., 3. Meanwhile, heat oil in a medium saucepan over medium heat. Cook and stir the onions in oil for 5 minutes. Stir in water, tomato paste, vinegar, brown sugar, honey, and Worcestershire sauce. Season with 2 teaspoons salt, 1/4 teaspoon black pepper, liquid smoke, whiskey, garlic powder, paprika, onion powder, dark molasses, and 1/2 tablespoon ground chile pepper. Bring mixture to a boil, then reduce heat. Simmer for 1 1/4 hours, uncovered, or until sauce thickens. Remove from heat, and set sauce aside., 4. Preheat an outdoor grill for high heat., 5. Remove the ribs from the oven, and let stand 10 minutes. Remove the racks from the foil, and place on the grill. Grill the ribs for 3 to 4 minutes on each side. Brush sauce on the ribs while they're grilling, just before you serve them (adding it too early will burn it)., My Note: I used Jameson's Irish Whiskey. This sauce is awesome! We'll use it again and again. I followed those cooking instructions and used the dry rub from that recipe, as well. I used this sauce at the end where it calls for using your "favorite bbq sauce." Hands-down, this is our favorite sauce recipe. Can't wait to try it on my grilled whole chicken breasts! Update 2/4/05 I always double the recipe. One new tip: I use a mini food processor to mince the onions, but you still get small pieces in the sauce. It's great that way, but this time, after fully cooking the sauce, I let it cool and blended it in a regular blender. Awesome smooth texture, terrific flavor! Now we have two options.
Solution:
baby back, ground black pepper, ground red chili pepper, vegetable oil, onion, water, tomato paste, white vinegar, brown sugar, honey, Worcestershire sauce, salt, fresh coarse ground black pepper, liquid smoke flavoring, whiskey, garlic, paprika, onion powder, dark molasses, ground red chili pepper