Prompt Engineering Guide

提示工程指南

Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs).

提示工程是一種相對較新的學科，用於開發和優化提示，以便有效地使用語言模型（LM）進行各種應用和研究主題。提示工程技能有助於更好地理解大型語言模型（LLM）的能力和局限性。

Researchers use prompt engineering to improve the capacity of LLMs on a wide range of common and complex tasks such as question answering and arithmetic reasoning. Developers use prompt engineering to design robust and effective prompting techniques that interface with LLMs and other tools.

研究人員使用提示工程來提高LLMs在各種常見和複雜任務上的能力，例如問答和算術推理。開發人員使用提示工程來設計與LLMs和其他工具介面的強大有效的提示技術。

Prompt engineering is not just about designing and developing prompts. It encompasses a wide range of skills and techniques that are useful for interacting and developing with LLMs. It's an important skill to interface, build with, and understand capabilities of LLMs. You can use prompt engineering to improve safety of LLMs and build new capabilities like augmenting LLMs with domain knowledge and external tools.

提示工程不僅僅是設計和開發提示。它涵蓋了一系列對於與LLMs互動和開發有用的技能和技術。這是一種重要的技能，可以與LLMs進行介面，建立並理解其能力。您可以使用提示工程來提高LLMs的安全性，並構建新的能力，例如使用領域知識和外部工具增強LLMs。

Motivated by the high interest in developing with LLMs, we have created this new prompt engineering guide that contains all the latest papers, learning guides, models, lectures, references, new LLM capabilities, and tools related to prompt engineering.

受到對LLMs開發的高度興趣的推動，我們建立了這個新的提示工程指南，其中包含了所有最新的論文、學習指南、模型、講座、參考資料、新的LLM功能和與提示工程相關的工具。