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: Heat oil in a large nonstick skillet over medium-high heat. Add onion; saute 2 minutes or until soft. Add tempeh; saute 6 minutes or until beginning to brown., Combine tomato paste, vinegar, brown sugar, paprika, 3/4 teaspoon salt, and 1/4 teaspoon pepper in a small bowl. Add tomato mixture to tempeh; stir to combine. Stir in 3 cups water. Simmer until mixture is thick and liquid is almost evaporated (about 20 minutes), stirring often. Remove from heat; keep warm., Combine mayonnaise, 2 teaspoons water, remaining 1/4 teaspoon salt, and remaining 1/4 teaspoon pepper in a medium bowl. Add shredded cabbage and carrot, tossing well to combine., Top each of 6 bottom halves of hamburger buns with about 3/4 cup tempeh filling. Top each serving with about 1/3 cup cabbage mixture, and cover with top half of each bun. Serve sloppy joes immediately.

Solution: olive oil, onion, tomato paste, balsamic vinegar, brown sugar, Spanish smoked paprika, salt, freshly ground black pepper, water, light mayonnaise, water, cabbage, shredded carrot, buns