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Prompt engineering is the process of designing and refining prompts to improve the performance of large language models (LLMs). LLMs are a type of artificial intelligence (AI) that can generate text, translate languages, and answer questions in a comprehensive and informative way. However, LLMs are only as good as the prompts they are given.
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The more specific and informative a prompt is, the better the LLM will be able to understand and respond to it. For example, instead of prompting the LLM to "write a poem," you could prompt it to "write a poem about a cat who is lost in a big city."
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The more context the LLM has, the better it will be able to understand and respond to the prompt. For example, if you are prompting the LLM to answer a question, you could provide it with the text of the question as well as the relevant background information.
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Priming is the process of feeding the LLM a set of examples before the prompt. This can help the LLM to understand the desired output. Fine-tuning is the process of training the LLM on a specific dataset. This can help the LLM to improve its performance on a specific task.
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1. What is the desired output? What do we want the LLM to generate?
2. What information does the LLM need to generate the desired output? What kind of context or background information does the LLM need to know?
3. How can we format the prompt in a way that is clear and concise? We want to make sure that the LLM understands what we are asking it to do.
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