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: Preheat a saucepan over medium-high heat. Saute the onion and garlic in the oil for about 5 minutes. Add the thyme and black pepper (I like a lot of black pepper in this) and cook for about 3 minutes more. While that is cooking, stir the flour into the broth until dissolved., If you have an immersion blender, then add the beans, broth mixture, and soy sauce to the saucepan. Blend immediately and lower the heat to medium. Stir the gravy often for about 10 minutes while it thickens., If you are using a regular blender, add the beans, broth mixture, and soy sauce to the blender and blend until smooth. Transfer the onion and the other stuff from the pan to the blender. Puree again until no big chunks of onion are left. Add back to the pot and stir often over medium heat to thicken., Once the gravy thickens, reduce the heat to low. Now you can decide exactly how thick you want it by adding splashes of water, anywhere from 1/4 to 1/2 cup. Cook for about 20 more minutes to let the flavors deepen, stirring occasionally. Add water as necessary and taste for salt. Keep gravy covered and warm until ready to serve.
Solution:
olive oil, onion, garlic, fresh thyme, black pepper, vegetable broth, flour, fifteen-ounce, soy sauce, water, Salt