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  • Example of a Summarization Prompt with a Sentence Constraint

Case Study

Refining a Summarization Prompt

Based on the scenario below, explain why the initial instruction failed to produce the desired output and write a revised instruction that is more likely to generate a summary of the specified length.

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Updated 2025-10-09

Contributors are:

Gemini AI
Gemini AI
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Who are from:

Google
Google
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Ch.4 Alignment - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

Computing Sciences

Application in Bloom's Taxonomy

Cognitive Psychology

Psychology

Social Science

Empirical Science

Science

Related
  • A user gives a language model the following instruction and text:

    Instruction: 'Summarize the following text in exactly one sentence.'

    Text: 'The sun is a star at the center of our solar system. It is a nearly perfect sphere of hot plasma, with internal convective motion that generates a magnetic field. Its diameter is about 109 times that of Earth, and its mass accounts for about 99.86% of the total mass of the solar system.'

    The model produces this output:

    Output: 'The sun is the central star of our solar system. It is a massive sphere of hot plasma that generates a magnetic field. It is significantly larger and more massive than Earth.'

    Which of the following statements best evaluates the model's performance?

  • Applying a Length Constraint to a Prompt

  • Refining a Summarization Prompt

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