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: Cut shallots crosswise into very thin slices (less than 1/8 inch thick) with slicer., Heat oil in wok over moderate heat until hot but not smoking. Add shallots and reduce heat to moderately low, then fry, stirring frequently, until golden brown, 8 to 12 minutes. Carefully pour shallot mixture through a fine-mesh sieve set over a heatproof bowl. Transfer shallots to paper towels to drain, reserving shallot oil. (Shallots will crisp as they cool.) Wipe wok clean with paper towels., Cook noodles in a 6- to 8-quart pot of, , stirring to separate, until just tender, 15 seconds to 1 minute. Drain in a colander and rinse under cold water to stop cooking. Shake colander briskly to drain excess water, then drizzle noodles with 2 teaspoons reserved shallot oil and toss to coat., Stir together broth, ketjap manis, fish sauce, sambal oelek, pepper, and 1/2 teaspoon salt in a small bowl for sauce., Cut tofu into 1-inch cubes and pat dry., Beat together eggs and a pinch of salt. Heat 1 tablespoon reserved shallot oil in wok over moderately high heat until hot but not smoking, then add eggs, swirling in wok, and cook until barely set in center, about 2 minutes. Gently slide egg crepe out onto a cutting board, then roll into a loose cylinder and cut crosswise into 1/2-inch strips (do not unroll). Keep warm, loosely covered with foil., Heat 3 tablespoons reserved shallot oil in wok over high heat until hot but not smoking, then stir-fry onions with remaining 1/4 teaspoon salt until deep golden, 8 to 10 minutes. Add garlic and chile and stir-fry 1 minute, then add tofu and stir-fry 3 minutes. Add snow peas and long beans and stir-fry until vegetables are crisp-tender, about 5 minutes. Add sauce and bring to a boil, then add noodles and stir-fry (use 2 spatulas to stir if necessary) until noodles are hot. Transfer to a large platter and arrange egg over noodles. Sprinkle with scallions and half of shallots. Serve remaining shallots on the side.
Solution:
shallots, peanut, flat Chinese, chicken broth, soy sauce, fish sauce, chile sauce, black pepper, salt, eggs, onions, garlic, fresh red, snow peas, beans, scallions, cucumber, chile sauce