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  • Principle of Generating Longer Reasoning Paths

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Explicit Prompting for Extended Deliberation

A technique for encouraging more detailed reasoning from a Large Language Model by directly including instructions in the prompt that request a longer, more thorough, or step-by-step thought process.

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Updated 2026-05-06

Contributors are:

Gemini AI
Gemini AI
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Who are from:

Google
Google
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References


  • Reference of Foundations of Large Language Models Course

  • Reference of Foundations of Large Language Models Course

Tags

Ch.5 Inference - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

Computing Sciences

Related
  • Evaluating a Novel Prompting Strategy

  • A researcher is trying to get a language model to solve a multi-step logic puzzle. They test two different prompts:

    Prompt A: 'What is the solution to the following logic puzzle? [Puzzle text]'

    Prompt B: 'Solve the following logic puzzle. First, break down the puzzle into individual facts and constraints. Next, reason through the implications of each fact step-by-step. Finally, state your conclusion and explain how you arrived at it. [Puzzle text]'

    Which statement best analyzes why Prompt B is likely to yield a more accurate solution for this type of task?

  • Evaluating LLM Reasoning Outputs

  • Explicit Prompting for Extended Deliberation

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  • Modifying Decoding for Longer Reasoning Paths

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  • Multi-Stage Generation for Incremental Reasoning

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Learn After
  • A user is attempting to have a language model solve a multi-step logic puzzle. The initial prompt, 'Solve the following logic puzzle: [puzzle details]', frequently results in an incorrect final answer. Which of the following revised prompts best applies the principle of guiding the model towards a more reliable solution by explicitly requesting a more detailed thought process?

  • Improving LLM Project Timeline Estimation

  • Improving Code Debugging with Prompts

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