Culinary Dish Classification

Analyze popular Italian pasta by sorting them, identifying key ingredients, and presenting in a requested format.

You can query a model directly and test the results returned when using different parameter values with the Cloud console, or by calling the Vertex AI API directly.

Prompt Freeform

You are a culinary expert tasked with analyzing the following descriptions of popular pasta dishes. Classify each dish based on its primary ingredients and cooking method.

Follow these instructions: 1. Classify and assign each dish to one of the following categories: a. Pasta with Sauce: Dishes where the primary focus is on a flavorful sauce that coats the pasta. b. Baked Pasta: Dishes that involve layering ingredients and baking in the oven. c. Pasta with Simple Seasoning: Dishes where the pasta itself is the star, with minimal additions for flavor. d. Dumpling Pasta: Dishes featuring pasta that is made into small, bite-sized dumplings.

  1. Identify the key ingredients for each dish. a. Required Ingredients: Include ingredients that are essential to the dish's authenticity and flavor. b. Optional Ingredients: List any ingredients that are not essential but are often used to enhance the dish.

  2. Output Format: Present the analysis in a clear, structured format, using headings and bullet points to organize the information.

User Input:

Dish 1: Spaghetti alla Carbonara: A classic Roman dish featuring spaghetti tossed with guanciale (cured pork cheek), eggs, Pecorino Romano cheese, and black pepper.

Dish 2: Lasagna: Layers of fresh pasta sheets, alternating with meat sauce (bolognese), bechamel sauce, and ricotta cheese, baked in the oven.

Dish 3: Pesto Genovese: Short pasta, typically trofie or trenette, tossed with a vibrant green sauce made from fresh basil, pine nuts, garlic, Parmesan cheese, and olive oil.

Dish 4: Cacio e Pepe: A simple Roman pasta dish made with spaghetti tossed in a mixture of sheep's milk cheese (Pecorino Romano) and black pepper.

Dish 5: Gnocchi: Soft dumplings made from potatoes, flour, and sometimes eggs, served with various sauces, including tomato sauce, butter, sage, or pesto.

Response

Of course. Here is a culinary analysis of the provided pasta dishes, classified according to your instructions.


Spaghetti alla Carbonara

  • Classification: Pasta with Sauce

    • This dish is defined by the creamy, emulsified sauce created from egg, cheese, and rendered pork fat that coats the spaghetti.
  • Key Ingredients:

    • Required Ingredients:
      • Spaghetti
      • Guanciale (cured pork cheek)
      • Eggs (typically just the yolks or a mix of whole eggs and yolks)
      • Pecorino Romano cheese
      • Black pepper (coarsely ground)
    • Optional Ingredients:
      • Pancetta (as a substitute for guanciale)
      • Parmigiano-Reggiano (often mixed with Pecorino)
      • Garlic (used to flavor the oil but often removed)

Lasagna

  • Classification: Baked Pasta

    • This dish is characterized by its layered construction of pasta, sauces, and cheese, which are then baked together in an oven to meld the flavors.
  • Key Ingredients:

    • Required Ingredients:
      • Lasagna pasta sheets
      • Meat sauce (ragù alla bolognese)
      • Bechamel sauce
      • Parmigiano-Reggiano cheese
    • Optional Ingredients:
      • Ricotta cheese (common in Italian-American versions)
      • Mozzarella cheese (for extra meltiness)
      • Spinach or other vegetables layered in

Pesto Genovese

  • Classification: Pasta with Sauce

    • The primary feature of this dish is the vibrant, uncooked sauce (pesto) that is tossed with the pasta.
  • Key Ingredients:

    • Required Ingredients:
      • Pasta (traditionally trofie or trenette)
      • Fresh basil (specifically Genovese basil)
      • Pine nuts
      • Garlic
      • Parmigiano-Reggiano cheese
      • Pecorino cheese (often Pecorino Sardo)
      • Extra virgin olive oil
    • Optional Ingredients:
      • Boiled potatoes and green beans (a traditional Ligurian addition, cooked with the pasta)
      • Walnuts or cashews (as a substitute for pine nuts)

Cacio e Pepe

  • Classification: Pasta with Simple Seasoning

    • This dish exemplifies minimalism. The focus is on the quality of the pasta itself, enhanced by a simple yet flavorful coating made from just cheese, pepper, and starchy pasta water.
  • Key Ingredients:

    • Required Ingredients:
      • Pasta (spaghetti or tonnarelli)
      • Pecorino Romano cheese (finely grated)
      • Black pepper (freshly and coarsely ground)
      • Starchy pasta water (essential for creating the creamy sauce)
    • Optional Ingredients:
      • Butter or olive oil (sometimes added for richness, though not traditional)

Gnocchi

  • Classification: Dumpling Pasta

    • Gnocchi are not a traditional extruded or rolled pasta shape; they are small, soft dumplings made from a dough of potato and flour.
  • Key Ingredients:

    • Required Ingredients:
      • Potatoes (starchy varieties like Russet)
      • Flour ("00" or all-purpose)
      • Salt
    • Optional Ingredients:
      • Egg (to help bind the dough)
      • Ricotta cheese (for a lighter, different style called gnocchi di ricotta)
      • Nutmeg (for seasoning the dough)
Model: gemini-2.5-pro
Temperature: 0.2
Max output tokens: 8192
TopK: 40.0
TopP: 0.95