Sure, here is the translated text in simplified Chinese while keeping the HTML structure intact:
```html
人工智能：ChatGPT 内部工作基础（RAG）
```
Certainly! Here's the HTML structure with the text translated into simplified Chinese:
```html
我们去Chat GPT提出一个查询，然后得到一个回应。
```
In this HTML snippet:
- `
` denotes a paragraph.
- `我们去Chat GPT提出一个查询，然后得到一个回应。` is the simplified Chinese translation of "We go to the Chat GPT and give a query and we get a response."
Certainly! Here's the translated text in simplified Chinese, while maintaining the HTML structure:
```html
我们曾经试图深入理解它是如何内部运作的吗？
```
Sure, here is the HTML structure with the simplified Chinese translation included:
```html
```
In this translation:
- "我们经常在不同领域遇到聊天机器人" translates to "We often come across chatbots in different domains."
- "Swiggy的聊天机器人会根据上下文回答相关问题" translates to "Swiggy's chatbot will answer relevant questions based on context."
- "任何银行应用的聊天机器人都会根据用户的上下文提供信息" translates to "Similarly, any banking application's chatbot will provide information based on the user's context."
Sure, here is the translated text in simplified Chinese, while keeping the HTML structure intact:
```html
然而，如果您问聊天 GPT，它会给您一个非常通用的响应。为什么呢？
```
This HTML snippet maintains the original text's structure and translates the English text into simplified Chinese.
Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure:
```html
因为大型语言模型(LLMs)是在互联网上可用的通用数据上进行训练的。它不了解您希望获得响应的相关领域的特定背景。
```
This HTML structure maintains the original text while presenting it in simplified Chinese.
Sure, here is the translated text in simplified Chinese, while maintaining the HTML structure:
```html
Chat GPT LLMs 基础：
```
Sure, here is the translated text in simplified Chinese:
用户在ChatGPT文本框中输入了查询。
Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
```
In simplified Chinese:
```
正在输入的文本被转换成块，然后被馈送到变压器模型（变压器模型可以是编码器和解码器类型）。这里我们主要使用编码或嵌入模型，它将您输入的文本转换为称为向量的数值形式。
```
Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
这些向量与你在12年级学习数学时使用的相同。
```
In simplified Chinese:
"这些向量与你在12年级学习数学时使用的相同。"
Sure, here is the text translated into simplified Chinese while maintaining the HTML structure:
```html
现在正在形成的向量被存储到向量数据库中。
```
This HTML snippet will display the translated text in the correct structure.
Sure, here's how you can structure your HTML to display the translated text in simplified Chinese:
```html
Translated Text
Certainly! Here's the translation of the English text "LLMs (Large language Models) can be made more efficient if we try to do following things:" into simplified Chinese, while maintaining the HTML structure:
```html
LLMs（大语言模型）可以通过以下方法更加高效：
```
In this translation:
- "LLMs" is kept as "LLMs（大语言模型）" to indicate it stands for "Large language Models" in parentheses.
- "可以通过以下方法更加高效：" corresponds to "can be made more efficient if we try to do following things:"
Certainly! Here is the text "Fine tuning on the model" translated to simplified Chinese, while keeping the HTML structure:
```html
模型的微调
```
Sure, here's how you would write "Prompt Engineering" in simplified Chinese within an HTML structure:
```html
提示工程
```
In this HTML snippet, `
` represents a paragraph element, commonly used for text content.
Sure, here's how you can write "RAG" in simplified Chinese within an HTML structure:
```html
红黄蓝
```
In this translation:
- "红" means red,
- "黄" means yellow, and
- "蓝" means blue.
These characters correspond to the letters R, A, and G respectively when referring to the primary colors in Chinese.
Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure:
```html
目前最常用的方法是RAG。让我们通过示例来理解：
```
In this translation:
- `
` denotes a paragraph tag in HTML.
- The Chinese text translates to: "目前最常用的方法是RAG。让我们通过示例来理解："
Certainly! Here is the HTML structure with the translated text in simplified Chinese:
```html
我们以Swiggy为例：
我们以Swiggy为例：
```
In this HTML structure:
- `lang="zh-CN"` sets the language to Simplified Chinese.
- `` and `<h1>` tags contain the translated text "我们以Swiggy为例："<h1>Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure:
```html
</h1>
</h1>
<p>场景：顾客关于送货的查询</p>
```<p>Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact:
```html
Question: “如何追踪我的Swiggy订单？”
```</p>
<h2>Sure, here is the text translated into simplified Chinese while keeping the HTML structure:
```html
</h2>
<p>没有RAG（标准GPT-3响应）</p>
```<ul><li>Certainly! Here's how you can structure the HTML while providing the translation:
```html
<p>Response: “To track your Swiggy order, open the Swiggy app or website and go to the ‘Orders’ section. You should see an option to track your delivery.”</p>
```
Translated into simplified Chinese:
```html
<p>回复：“要跟踪您的Swiggy订单，请打开Swiggy应用程序或网站，进入‘订单’部分。您应该会看到一个跟踪送货的选项。”</p>
```
This HTML structure maintains the formatting and ensures the translation is presented clearly.</li></ul>
<h2>Sure, here is the text "With RAG (Swiggy’s Enhanced System)" translated into simplified Chinese while keeping the HTML structure:
```html
<span>With RAG (Swiggy’s Enhanced System)</span>
```
In simplified Chinese characters, it would be:
```html
<span>使用 RAG（Swiggy 的增强系统）</span>
```
This maintains the HTML structure while providing the translated text.</h2>
<ul><li>Certainly! Here's the translated text in simplified Chinese, while keeping the HTML structure intact:
```html
Response: “要跟踪您的Swiggy订单，请打开Swiggy应用或网站，然后转到‘订单’部分。您可以查看您的配送实时状态。有关更多跟踪详情，您也可以访问我们的跟踪页面，那里会根据最新信息提供更新和预计的送达时间。”
```
This translation maintains the original structure for easy integration into HTML content.</li></ul>
<h1>Sure, here is the text translated into simplified Chinese, while keeping the HTML structure:
```html
</h1>
<p>说明：</p>
```
In simplified Chinese, "Explanation:" is commonly translated as "说明:". The HTML `<p>` tag is used here to structure the text as a paragraph.</p>
<ul>
<li>Sure, here's how you can structure the HTML with the translated text in simplified Chinese:
```html
<p>Standard GPT-3：根据现有知识提供一般性答案，可能较少详细并且不总是最新。</p>
```
In this HTML snippet:
- `<p>` tags are used to enclose the paragraph of text.
- The Chinese text provided is a translation of "Standard GPT-3: Provides a general answer based on pre-existing knowledge, which might be less detailed and not always up-to-date."</p>
</li>
<li>Sure, here's the HTML structure with the text translated into simplified Chinese:
```html
<p>
RAG：从Swiggy的最新资源（如跟踪页面）中检索最新和最具体的信息，并将其整合到响应中。这确保了答案更为精确，并提供了实时更新的直接访问。
</p>
```
In simplified Chinese characters:
```
RAG：从Swiggy的最新资源（如跟踪页面）中检索最新和最具体的信息，并将其整合到响应中。这确保了答案更为精确，并提供了实时更新的直接访问。
```</li>
</ul>
<h2>Sure, here's how you could structure the HTML with the translated text in simplified Chinese:
```html
</h2>
<p>The RAG approach combines up-to-date information with generative responses to provide more accurate and relevant answers.</p>
```
Translated into simplified Chinese:
```html
<p>RAG 方法结合最新信息和生成响应，以提供更准确和相关的答案。</p>
```
This HTML structure ensures that the translated text appears correctly in the context of a webpage.<h1>Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
<span lang="zh-CN">RAG：（检索增强生成）</span>
```
In this structure:
- `<span lang="zh-CN">` is used to specify that the enclosed text is in simplified Chinese.
- `RAG：（检索增强生成）` is the translated text "RAG: (Retrieval Augmented Generation)" in simplified Chinese.</span>
</h1>
<p>Sure, here is the translated text in simplified Chinese, while maintaining HTML structure:
```html
<span>信息检索与文本生成相结合的技术。</span>
```</p>
<p>Sure, here is the translated text in simplified Chinese, keeping the HTML structure:
```html
</p>
<p>首先从大型数据集或知识库中检索相关信息，然后利用生成模型根据检索到的数据和原始查询来合成和生成响应。</p>
```
This HTML snippet contains the translated text in simplified Chinese.<p>Certainly! Here's how you can structure the HTML to display the translated text in simplified Chinese:
```html
</p>
<p>这种方法提高了生成回应的准确性和上下文。</p>
```
In this HTML snippet:
- `<p>` is used for paragraph formatting.
- The Chinese text "这种方法提高了生成回应的准确性和上下文。" translates to "This approach improves the accuracy and context of the generated responses."</p>
<figure class="or os ot ou ov ow pn po paragraph-image"><div role="button" tabindex="0" class="ox oy fi oz bg pa"><div class="oo op qk"><picture><img alt="" class="bg lm pb c" width="1000" height="444" loading="eager" role="presentation" src="/posts/1%24lbuLsZ3J0yndyD3y7qfXdw.png"></picture></div></div>
<figcaption class="pc fe pd oo op pe pf be b bf z dt">Image Credit : <a class="af pg" href="https://blogs.nvidia.com/blog/what-is-retrieval-augmented-generation/" rel="noopener ugc nofollow" target="_blank">https://blogs.nvidia.com/blog/what-is-retrieval-augmented-generation/</a></figcaption></figure><p>Certainly! Here's the translated text in simplified Chinese, while keeping the HTML structure:
```html
你可以在上面的示例中看到 RAG 是如何工作的：查看上面的示例：
```
In this translation:
- "你可以在上面的示例中看到" means "You can see in the above example".
- "RAG 是如何工作的" translates to "how RAG works".
- "查看上面的示例" means "See the above example".</p>
<p>Sure, here is the translation of the text into simplified Chinese while maintaining the HTML structure:
```html
</p>
<p>先决条件：您需要提供相关文件，其中包含您希望用来训练模型的上下文信息，以便用户向安装在LLM顶部的企业应用程序提出查询时使用此上下文。</p>
```
This HTML snippet contains the translated text in simplified Chinese.<ol><li>Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure:
```html
现在，具体上下文相关的文档正在提供给嵌入模型（编码器模型），该模型将把提供的文本转换为向量，然后将其存储到向量数据库中。
```
If you need to embed this into HTML, you can wrap it as follows:
```html
<p>现在，具体上下文相关的文档正在提供给嵌入模型（编码器模型），该模型将把提供的文本转换为向量，然后将其存储到向量数据库中。</p>
```</li></ol>
<p>Sure, here is the translation of the provided text into simplified Chinese, while keeping the HTML structure intact:
```html
现在您的数据库中包含了关于您公司的信息，比如如果您是 Swiggy，则会有关于如何跟踪订单以及如何申请退款的信息，以及相应的问题和答案；同样地，如果您是银行应用程序，那么数据库中会包含关于账户是否开放或关闭、定期存款续期日期是什么，储蓄账户号码的信息链接等问题和答案。
```
This HTML structure maintains the text content in simplified Chinese and can be embedded directly into your webpage.</p>
<p>Certainly! Here's the translation of the provided text into simplified Chinese, while maintaining the HTML structure:
```html
</p>
<p>2. 我们可以看到，现在用户已经在企业应用的文本框中输入了查询以获取答案， — 查询首先会进入嵌入模型并转换为向量 — 然后查询+嵌入的查询会被存储到向量数据库中 — 然后提示 + 用户查询 + 来自步骤1的增强上下文会提供给LLMs。 — LLMs然后会给用户提供响应。</p>
```
This HTML structure preserves the formatting and translates the text into simplified Chinese as requested.<h1>Certainly! Here's the translation of "High level overview of RAG" in simplified Chinese while keeping the HTML structure:
```html
<span>关于 RAG 的高层次概述</span>
```</h1>
<figure class="or os ot ou ov ow oo op paragraph-image"><div role="button" tabindex="0" class="ox oy fi oz bg pa"><div class="oo op ql"><picture><img alt="" class="bg lm pb c" width="700" height="565" loading="lazy" role="presentation" src="/posts/1%24NSiGeLuJdP48i2hK4mtxOA.png"></picture></div></div></figure>
