基础知识：RAG（检索增强生成）— 生成

在上下文窗口中添加文档

在保持HTML结构的前提下，将以下英文文本翻译为简体中文： 将文档添加到上下文窗口涉及将相关检索到的文档整合到人工智能模型用于生成响应的上下文中。

• Sure, here's how you can structure the HTML while translating the text to simplified Chinese: ```html

  上下文窗口：这是模型在生成响应时考虑的文本段落。对于大型语言模型（LLMs），这个窗口的大小是有限的，因此只包括最相关的信息。

  ``` This HTML code will display the translated text in simplified Chinese while maintaining the structure of the HTML document.
• Sure, here's the HTML structure with the translated text in simplified Chinese: ```html

  合并：在检索相关文件后，它们被添加到上下文窗口中，与原始查询或提示一起。这种丰富的上下文有助于模型生成更准确和信息丰富的响应。

  ```

To translate the English text "Think of it like providing an AI with a relevant chapter from a book along with a question, so it has more detailed information to give a better answer." into simplified Chinese, while keeping HTML structure, you can use the following: ```html 把它想象成向人工智能提供一本书中相关的章节和一个问题，这样它就有更详细的信息来给出更好的答案。 ``` In this HTML snippet: - `` is used to contain the translated text. It's a generic inline element suitable for text that doesn't require specific formatting. - The Chinese text inside `` is the translation of the English sentence provided.

Sure, here is the text translated to simplified Chinese while keeping the HTML structure: ```html 2. 连接检索与LLM通过提示 ``` This HTML structure maintains the original text format while presenting the translation in simplified Chinese.

保持HTML结构，将以下英文文本翻译为简体中文： 通过提示将检索与LLMs连接意味着通过将检索到的文档通过提示输入模型，将检索过程与语言模型集成在一起。

• To translate "Retrieval: First, the system retrieves the most relevant documents based on the similarity search" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 检索：首先，系统根据相似度搜索检索出最相关的文档。 ``` This HTML code maintains the structure and indicates that the text is in simplified Chinese (`lang="zh"`).
• Sure, here's the translated text in simplified Chinese, keeping the HTML structure: ```html

  提示构建：这些检索到的文档随后与用户的查询结合，形成一个全面的提示，然后输入到LLM中。

  ```
• Sure, here is the text translated to simplified Chinese while keeping the HTML structure intact: ```html

  响应生成：LLM使用这个详细的提示，其中包括来自检索文档的查询和额外背景信息，以生成更为详尽和准确的响应。

  ```

Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html 想象一下，你在问图书馆员一个问题，他们会在回答你的同时提供一本具体的书或文章，以便给你一个更完整和准确的答复。 ``` This HTML snippet maintains the structure while presenting the translated text in simplified Chinese characters.