Based on the case study, evaluate the researcher's prompt. Explain why it fails to consistently elicit the desired binary ('Correct' or 'Incorrect') response and propose a revised, more direct prompt that would be more effective for this specific data collection task.

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A direct prompt for a grammaticality judgment task can be formulated as an instruction followed by the sentence to be evaluated. For instance: 'Read the following sentence, and answer whether it is grammatically correct. LLMs are powerful models but are expensive to build.' This prompt clearly defines the task and provides the specific text for the LLM to analyze.

Example of a Prompt for Grammaticality Judgment

A user wants to determine if the sentence 'The childrens plays in the park' is grammatically sound using a large language model. Which of the following prompts is most effectively and clearly structured to elicit a direct grammaticality judgment?

Create a reusable prompt template that instructs a large language model to perform a grammaticality judgment. Your template must include a clear instruction and a placeholder for the sentence that will be evaluated.

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