Prompt design and prompt engineering are two closely related concepts in natural language processing. Both involve the process of creating a prompt that is clear, concise, and informative. However, there are some key differences between the two. Prompt design is the process of creating a prompt that is tailored to the specific task that the system is being asked to perform. For example, if the system is being asked to translate a text from English to French, the prompt should be written in English and should specify that the translation should be in French.
Prompt engineering is the process of creating a prompt that is designed to improve performance. This may involve using domain-specific knowledge, providing examples of the desired output, or using keywords that are known to be effective for the specific system. In general, prompt design is a more general concept, while prompt engineering is a more specialized concept.
Prompt design is essential while prompt engineering is only necessary for systems that require a high degree of accuracy or performance.
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See Also: Prompt Tuning, Prompt, Completion