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: Preheat large, roasting pan in a 550 degree oven., Rub lamb with olive oil., Generously salt (gros sel) the lamb., Mix the peppercorns together and pat on lamb., (This should be done at least 4 hours in advance, preferably overnight)., In a large bowl, mix together potatoes, onions, carrots, garlic and thyme., Add oil, season and mix well., When pan is hot, pull out and dump veggies into the pan., There should be a good sizzle., Mix the veggies around and roast for 10 minutes., Mix again and place lamb on top., Place in oven and roast until brown, about 20 to 30 minutes., Turn oven down to 375 degrees, cover the lamb with foil to prevent burning and roast another 20 to 30 minutes., I shoot for medium rare, about 130 degrees., Mix veggies a couple of times during the cooking., Place lamb on a cutting board and let rest 10 minutes., Make sure the veggies are fully cooked and check for seasoning., If not, place back in oven another 10 minutes., Serrano Chile-Mint Jelly: In a non-reactive pan, dissolve sugar in juice and water., Pour 2 tablespoons of the warm liquid in a small saucepan and add gelatin., Dissolve on low heat and set aside., Raise to medium-high under the first saucepan and add the chiles, mint, zest and salt and bring to a boil., Reduce heat to low and cook for 10 minutes, occasionally stirring., Remove from heat and add dissolved gelatin., Store in refrigerator overnight, stirring occasionally to break up the gelatin., It will be a soft jello-like consistency.
Solution: lamb, ground black, ground white, ground Szechuan, extra virgin olive oil, new potatoes, yellow onions, carrots, garlic, thyme, Salt, sugar, lime juice, water, unflavored gelatin, serrano chiles, mint chiffonade, salt