Rowan Cheung Profile picture
Dec 17, 2023 15 tweets 5 min read Read on X
OpenAI released their own Prompt Engineering Guide.

The guide is useful for anyone trying to maximize LLMs. I'd recommend it.

Here's the 6 strategies they outline for getting better results from GPT-4:
1. Write clear instructions. Image
Example: Specify the desired length of the output.

Prompt:
Summarize the text delimited by triple quotes in about 50 words.

"insert text here" Image
2. Provide reference text Image
Example: Instruct the model to answer using reference text.

Prompt:
<insert articles, each delimited by triple quotes>

Question: <insert question here> Image
3. Split complex tasks into simpler subtasks Image
Example: Summarize long documents piecewise and construct a full summary recursively.

I have very long, advanced prompt that helps anyone achieve this. I'm giving it away in my Advanced ChatGPT guide to new subscribers of my newsletter right now: therundown.ai/subscribe
Image
4. Give the model time to "think" Image
Example: Instruct the model to work out its own solution before rushing to a conclusion. Image
5. Use external tools Image
Example: Use code execution to perform more accurate calculations or call external APIs. Image
6. Test changes systematically Image
Example: Evaluate model outputs with reference to gold-standard answers. Image
If you liked OpenAI's prompt guide, you'll probably find the Advanced ChatGPT guide useful.

-1000+ best ChatGPT prompts
-100+ AI tools
-25+ AI tool workflows

I'm auto-sending it free to new sign ups for my AI newsletter right now: therundown.ai/subscribe
Here's the link to the full prompt guide by OpenAI to read more:

Follow me @rowancheung for more AI tutorials.

If you found this useful, feel spare me a like/retweet/comment to support my content 👇 platform.openai.com/docs/guides/pr…

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More from @rowancheung

Jun 23
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Here's everything you need to know:
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Plus, more news from Google, Baidu, MiniMax, Proactor, Krea, and Intelligent Internet.

Here's everything you need to know:
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The co also started rolling out a hyper-efficient Flash-Lite model (in preview)

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Plus, more news from OpenAI, ElevenLabs, Flowstep, The Alan Turing Institute, and Beijing Academy of Artificial Intelligence.

Here's everything you need to know:
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Fully open-source with model weights and code
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Here's everything you need to know:
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Also dropping on Desktop soon
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Currently on Android, the gallery lets users pick models for their task and run using the available device hardware, entirely locally

iOS version coming soon!
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