You are building an automated system to filter messages. Write a complete and effective prompt to instruct a language model to determine if the following message is spam: 'URGENT: Your account has been compromised. Please verify your details immediately by clicking this link: http://secure-update-logins.com'

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An example of a prompt for a classification task is instructing a model to identify spam. The prompt might be structured as: 'Classify the following email as spam or not spam. Text: Congratulations! You’ve won a \$500 gift card. Click here to claim now.' The model's task is to assign either the 'spam' or 'not spam' label to the provided text.

Example of a Spam Classification Prompt

A developer wants to use a large language model to determine if incoming emails are unwanted. Which of the following prompts is best structured to instruct the model to perform this specific classification task?

Crafting a Spam Classification Prompt

Analyze the developer's instruction in the case study below. Explain why the model's response is not suitable for an automated filtering system and suggest a specific improvement to the instruction.

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