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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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?

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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