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: Wash and scrub potatoes and remove any imperfections., Leave skin on, and cut potatoes into uniform 1/2 inch chunks., Add potatoes to a pot filled with plenty of water and begin boiling potatoes., Dice Shallots and Garlic into small dice, as fine as possible, and in a large skillet or a saute pan, preferably non-stick or cast iron, begin to saute shallots and garlic on medium heat with a tablespoon of butter, making sure nothing is burning., When water with potatoes comes to a boil, salt it well, and let the potatoes boil for about 10 minutes., Make sure potatoes are still quite firm when pricked with a knife right before draining them., They will finish cooking in the skillet or saute pan., Leave potatoes on the pot in which they were boiled after draining them for a few minutes to let extra moisture evaporate., While potatoes are resting remove sauteed garlic and shallots from the pan, bring the heat up a bit, add more butter and toss the potatoes into the pan., Stir the potatoes to make sure they cook and brown relatively evenly., Check seasoning and add pepper and salt if needed., Once browned prick them again to make sure they are fully cooked, and add paprika and chili powder., Stir it all well, and kill the heat., Paprika will add a wonderful flavor and color to the potatoes., Mix potatoes in a bowl with sauteed shallots and garlic and let stand to cool., Chop dill finely and add as much as you like., You dont want to add dill when potatoes are piping hot, because it will wilt., Serve warm, and enjoy.
Solution:
Red Potatoes, Shallots, Garlic, Butter, Salt, Sweet Paprika, Red Chili Powder, Dill