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A demonstration within a code-style prompt can be presented using a key-value format. For instance, in a translation task, a demonstration might be formatted as `[English] = [I have an apple.]` to show the model an example of the input language and corresponding text.

Example of a Demonstration in a Code-like Prompt

You need to create a prompt that instructs a large language model to extract the name of a company from a news headline. Using the key-value pair format for demonstrations, write a complete, self-contained prompt that includes one clear example to guide the model. The prompt should then ask the model to perform the task on a new, unseen headline: 'Global Tech Inc. announces record profits.'

Constructing a Code-like Prompt for Entity Extraction

Based on the provided case, analyze the demonstrations. What is the most likely reason for the model's classification error? Propose a specific new demonstration (using the same key-value format) that would help the model correctly classify polite, non-urgent messages.

Refining a Prompt's Demonstrations

Analyze the following prompt, which is designed to extract the primary color mentioned in a product description. What is the fundamental flaw in the way the example is provided to the model?

```
Task: Extract the primary color from the product description.

[Description] = [This t-shirt is available in many colors.]
[Description] = [The vibrant red car gleamed in the sun.]
[Color] =
```

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