Case Study

Constructing a Refinement Prompt

A user is trying to improve a language model's response. They have the following three pieces of information:

  1. Original Question: 'Explain the water cycle.'
  2. Model's Initial Response: 'The water cycle is how water moves around the Earth. It includes evaporation, condensation, and precipitation.'
  3. Feedback on Response: 'This is correct but very basic. Please add the stage of collection and briefly describe what happens during each of the four stages.'

Based on this scenario, write the complete instructional text for a new prompt that will guide the language model to improve its initial response. Your prompt should clearly state what information the model will receive and what it is expected to do with it.

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Updated 2025-10-09

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Ch.3 Prompting - Foundations of Large Language Models

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