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Best practices for prompt engineering with OpenAI API | OpenAI Help Center

help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api

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chatGPTprompt engineeringpromptopenAIprompts

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  • ###

  • Put instructions at the beginning of the prompt and use ### or """ to separate the instruction and context

  • Articulate the desired output format through examples (example 1, example 2).

  • Start with zero-shot, then few-shot (example), neither of them worked, then fine-tune

  • Reduce “fluffy” and imprecise descriptions

  • Instead of just saying what not to do, say what to do instead

  • Code Generation Specific - Use “leading words” to nudge the model toward a particular pattern

  • Best practices for prompt engineering with OpenAI API

  • How to give clear and effective instructions to GPT-3 and Codex

  • here are specific prompt formats that work particularly well and align better with the tasks at hand.

  • Rules of Thumb and Examples

  • "{text input here}"

  • is a placeholder for actual text/context

  • 1. Use the latest model

  • we generally recommend using the latest, most capable models.

  • November 2022, t

  • best options are

  • “text-davinci-003”

  • model for text generation

  • “code-davinci-002”

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