Sure, here's the text translated into simplified Chinese, while keeping the HTML structure: ```html AI Explained: 如何教老电脑学习新词？ ``` In this translation: - "AI Explained" is translated as "AI Explained". - "How to teach an old computer new words?" is translated as "如何教老电脑学习新词？"

Sure, here's the translated text in simplified Chinese, keeping the HTML structure: ```html

我正在撰写一系列的帖子/文章，逐步解释人工智能（主要是大型语言模型和GPT），以非常非常简化的方式。

```

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

我会优化为简单，因此这些帖子会缺乏深度。它们也不会深入数学。

```

Sure, here is the translation of the English text to simplified Chinese while keeping the HTML structure: ```html

另一个重要的点是，我不是机器学习/AI专家或数据科学家，而是产品经理。所以我的理解本身相当于高层次的。你可以根据这个来处理。无论如何，我们开始吧。

```

To translate the English text "The title is a play on 'teach an old dog new tricks'. I basically want to answer 'How to teach language to a computer?'" into simplified Chinese while keeping the HTML structure, you can use the following: ```html

标题是“教猫新把戏”的变体。我基本上想回答“如何教计算机语言？”。

``` This HTML snippet preserves the structure and translates the text accordingly.

Sure, here is the simplified Chinese translation of the text while keeping the HTML structure intact: ```html

我们已经介绍了通用神经网络（多层感知器）的基本工作原理。然而，目前最先进的OpenAI模型，GPT-4，在架构上与传统的神经网络有很大不同。

``` In this translation: - "我们已经介绍了" translates to "We have covered". - "通用神经网络（多层感知器）" translates to "general Neural Networks (Multi-layer Perceptrons)". - "然而" translates to "However". - "目前最先进的OpenAI模型，GPT-4" translates to "the current most advanced OpenAI model, GPT-4". - "在架构上与传统的神经网络有很大不同" translates to "is much different in architecture than a vanilla Neural Network".

To translate the provided English text into simplified Chinese while keeping the HTML structure, you can use the following: ```html

因此，在接下来的几篇文章中，我将逐步带你了解你需要理解的基本组成部分，最终理解GPT-4架构（GPT-4架构并非公开，我们将学习的是普通简单的GPT架构）。

``` This HTML snippet will display the translated Chinese text in the structure provided.

Sure, here's the HTML structure with the translated text in simplified Chinese: ```html

```

1. Sure, here is the translation of "Language Learning Mechanism at a logical level (this post)" into simplified Chinese, while keeping the HTML structure intact: ```html 逻辑层面上的语言学习机制（本文） ``` In this HTML snippet, `` is used to encapsulate the translated text, ensuring it's formatted separately from other content for styling or scripting purposes.
2. To translate "Objects as Vector: Vector representation of objects, their interpretation and words represented as vectors" into simplified Chinese while keeping the HTML structure, you would write: ```html 对象作为向量：对象的向量表示，它们的解释以及作为向量表示的词语 ``` Here's the translation breakdown: - "Objects as Vector": 对象作为向量 - "Vector representation of objects": 对象的向量表示 - "their interpretation and words represented as vectors": 它们的解释以及作为向量表示的词语 This HTML snippet ensures that the translated Chinese text is properly recognized and displayed as Chinese characters, maintaining the correct semantic structure.
3. Sure, here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 注意：概念，工作，机制。多头注意力。 ``` In this HTML snippet: - `` tags are used to maintain inline styling or specific formatting. - Each segment of the translated text is enclosed within `` tags to ensure they are treated as separate entities for styling purposes if needed.
4. Transformer架构：简要高层次概述
5. Sure, here is the text translated into simplified Chinese while keeping the HTML structure intact: ```html GPT 架构：前文回顾，目标，训练和微调。 ``` In this translation: - `` is used to enclose the text, maintaining the HTML structure. - The Chinese text inside the `` tag translates the English text "GPT Architecture: Recap of previous posts, Objectives, Training and Fine-tuning."

在这篇文章中，你将直观地理解在逻辑层面上如何向计算机教授语言。有多种机制可以实现这一点，但我们只讨论GPT网络中采用的方法。

Certainly! Here's the translation of "Context is King" into simplified Chinese, keeping the HTML structure: ```html 上下文是王 ```

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html

我们教会网络理解语言中所有单词的意义。然而，即使是现在，网络也不能完全理解句子中单词的含义。你也不能。

``` This HTML snippet will display the translated text in a structured paragraph format on a web page.

在保持HTML结构的情况下，将英文文本“Take the word 'light' and its usage in these sentences:”翻译为简体中文： 使用“光”这个词及其在这些句子中的用法：

1. Sure, here's how you can write "Turn on the light." in simplified Chinese while keeping the HTML structure: ```html 打开灯。 ``` In this HTML snippet: - `` specifies that the following text is in simplified Chinese. - `打开灯。` translates to "Turn on the light." This maintains both the content and the structure required.
2. Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html
   盒子很轻。
   ```
3. Sure, here's the translation of "She painted the walls light blue." in simplified Chinese while keeping the HTML structure intact: ```html 她把墙涂成了浅蓝色。 ``` This HTML code preserves the structure around the translated text for easy integration into a webpage or document.
4. Sure, here is the simplified Chinese translation of the sentence "He used a match to light the candle" within an HTML structure: ```html 他用火柴点燃了蜡烛。 ``` This HTML snippet maintains the structure while providing the translated text in simplified Chinese.

Sure, here's the translation in simplified Chinese: ```html

如果你只知道所有单词的意思，什么都不知道，而且你在这些句子中读到了“light”这个词，你将无法解释其含义。

```

Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html

重要的是要了解单词使用的背景。

```

Sure, here's the translated text in simplified Chinese: ```html

这样做可能会让你感到奇怪和不直观，但还是试试吧。

```

To translate "Queries" to simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 查询 ``` This HTML code ensures that "查询" (which means "Queries" in simplified Chinese) is displayed correctly and also specifies the language for the text.

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

网络学习了每个词可能具有的信息需求，以获取更多的上下文。

``` In this translation: - `

` is the paragraph tag in HTML, and it is used to wrap the translated text. - `网络学习了每个词可能具有的信息需求，以获取更多的上下文。` is the simplified Chinese translation of "The network learns the information needs that each word would have, to get more context."

Sure, here's the translation in simplified Chinese, while keeping the HTML structure: ```html

一个词可能会根据其信息需求提出以下问题：

``` This HTML code wraps the translated Chinese text in a `

` (paragraph) tag, maintaining the structure as requested.

1. To translate the English text "What part of speech do I need preceding me? (an adverb may precede a verb but an adjective may precede a noun)" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 我需要在我之前使用什么词性？（副词可以在动词之前使用，但形容词可以在名词之前使用） ``` This HTML structure wraps the translated Chinese text in a `` tag, preserving the original formatting.
2. To translate "What is the gender I am looking for? (Sister word looks for the female gendered word 'she')" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html

   我在寻找的性别是什么？（姊妹词寻找女性别词“她”）

   ``` This HTML snippet maintains the structure and provides the translation in simplified Chinese characters.
3. To translate "What role do I need to fill? (subject, object, action etc.)" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 什么角色我需要扮演？（主语、宾语、动作等） ``` This HTML snippet ensures that the text is displayed correctly and the Chinese characters are rendered properly if you are embedding it in a web page or a similar environment.
4. Sure, here's the translation in simplified Chinese while maintaining HTML structure: ```html

   我经常与哪些其他词一起出现？

   ```
5. To translate "What words depend on me? (like a verb depends on a subject)" into simplified Chinese while keeping HTML structure, you can use the following: ```html 什么词依赖于我？（就像动词依赖于主语一样） ``` This HTML snippet preserves the text formatting and inserts the translated Chinese text within a `` tag, maintaining the structure of the original content.
6. Sure, here's the text translated into simplified Chinese while keeping the HTML structure intact: ```html 我属于哪种形式的正式程度？（开始 vs. 启动） ``` In this translation: - `` is used to wrap the text to maintain the structure. - The text inside the `` is translated into simplified Chinese characters.
7. Sure, here is the simplified Chinese translation of the text while keeping the HTML structure: ```html

   我在指回来的整体主题/主题是什么？（《哈利·波特》中的扫帚可能指的是自由、幻想等主题。）

   ``` This HTML code contains the translated text in simplified Chinese within a paragraph (`

   `) element.

To translate "This is in no way an exhaustive list. Note that it is not just grammatical questions." into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 这并不是一个详尽无遗的清单。请注意，这不仅仅是语法问题。 ``` This HTML code ensures that the translated Chinese text is displayed correctly in a web context, preserving any necessary formatting or styling.

Sure, here is the translated text in simplified Chinese: 这些问题的目标只有一个：从完整的文本中获取更多关于这个词的上下文。

Sure, here's how you can represent that in HTML with the translation: ```html

网络经过训练，以识别每个单词的信息需求。

```

Sure, the simplified Chinese translation of "Keys" while keeping the HTML structure intact would be: ```html 键 ``` This HTML code will display "键" in simplified Chinese characters.

Sure, here's the translation of the text into simplified Chinese, while keeping the HTML structure intact: ```html

下一部分是了解一个单词提供了什么信息。网络还经过训练以准确识别这一点。

``` This HTML code will display the translated text in simplified Chinese on a webpage.

这些信息可以是多种类型的：

1. Sure, here's the simplified Chinese translation of "The type of speech (noun, verb, compound adjective etc.)" while keeping the HTML structure intact: ```html

   词性（名词、动词、复合形容词等）的类型。

   ``` This HTML snippet preserves the structure and provides the translation in simplified Chinese.
2. To translate "The gender the word represents (male, genderqueer etc.)" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 单词所代表的性别（男性，性别酷儿等） ``` This HTML snippet preserves the structure and translates the text accordingly.
3. Sure, here is the text "The plurality of the word" translated to simplified Chinese while keeping HTML structure: ```html 词的复数形式 ``` This HTML snippet will display "词的复数形式" in simplified Chinese.
4. Sure, here is the text translated into simplified Chinese, while keeping the HTML structure intact: ```html 角色在句子中的作用（主语、宾语等） ``` In this HTML snippet, the translated text "角色在句子中的作用（主语、宾语等）" preserves the original structure and meaning in simplified Chinese.
5. To translate the given English text "The genre or domain the word represents (“cyborg” associates with science fiction, “cardiologist” associates with medical domain)" into simplified Chinese while keeping the HTML structure, you can use the following: ```html

   单词所代表的类型或领域（“赛博格”关联科幻，“心脏病专家”关联医学领域）

   ``` This HTML structure preserves the translation within a paragraph (`

   ` tag) and ensures the content is correctly displayed in simplified Chinese.

6. To translate "Can the word be part of a common phrase or idiom" into simplified Chinese while keeping the HTML structure, you would use the following: ```html 能否成为常见短语或习语的一部分？ ``` This translates to: "Can it become part of a common phrase or idiom?"
7. To translate the English text to simplified Chinese while keeping HTML structure, you can use the following: ```html

   它还帮助赋予哪些其他词汇意义呢？（在“她涂抹了墙壁的浅蓝色。”这句话中，“蓝色”这个词给“墙壁”和“涂抹”这两个词赋予了强烈的意义。墙壁是蓝色的，并且使用了蓝色的涂料。）

   ``` This HTML structure will display the translated text in simplified Chinese, maintaining proper formatting for web content.

To translate the English text "Obviously this is no where near an exhaustive list, but this is the kind of information the network identifies that a word can offer." into simplified Chinese while keeping the HTML structure, you would write: ```html 显然，这并不是一个详尽的列表，但这是网络可以识别出一个词可以提供的信息类型。 ``` This translation maintains the structure required for HTML while conveying the meaning accurately in simplified Chinese.

To translate the English text to simplified Chinese and maintain the HTML structure, you can use the following: ```html

文本中单词的信息需求和提供可以用来识别不同单词之间关系的强度。

``` This HTML snippet contains the translated text wrapped in a `

` (paragraph) tag, preserving the structure as requested.

To translate the provided English text "The more the information needs of a word match the information offered by another word, more closely they’re linked." into simplified Chinese while keeping the HTML structure, you can use the following: ```html

词语的信息需求与另一个词语提供的信息越匹配，它们之间的联系就越紧密。

``` This HTML snippet will display the translated Chinese text in a paragraph (`

`) element.

Sure, here is the text "Example" translated into simplified Chinese while keeping the HTML structure: ```html 例子 ``` In this translation: - `` indicates the beginning of the text in simplified Chinese. - `例子` is the translation of "Example". - `` closes the span element. This structure ensures the text is properly marked with its language and can be styled or processed accordingly.

Sure, here's the translated text in simplified Chinese while maintaining the HTML structure: ```html

在句子“盒子很轻。”中，“轻”这个词可能有以下信息需求。

```

1. To translate the given English text into simplified Chinese and keep the HTML structure, you would write: ```html 什么词语取决于它？单词“盒子”会提供这样的信息：它很可能是一个名词，可以依赖于单词“轻”（形容词）。 ``` This HTML code maintains the structure while presenting the translated text in simplified Chinese.
2. To translate the given English text to simplified Chinese while keeping the HTML structure, you can use the following: ```html

   是否有修饰语存在？词汇“very”表明它可以是一个修饰语，并且位于形容词“light”之后的一个位置。因此，它很可能是形容词“light”的修饰语。

   ``` In this HTML snippet: - `

   ` denotes a paragraph tag for structuring the text. - The Chinese translation of the text is enclosed within the `

   ` tags, ensuring it remains part of the structured HTML content. This way, the translated text is ready to be integrated into an HTML document while preserving its formatting and structure.

Sure, here is the translated text in simplified Chinese while keeping the HTML structure: ```html 如果你考虑句子“She painted the walls light blue.”，信息的需求和提供会有所不同。 ``` This HTML code maintains the structure of the original sentence while presenting the translated text in simplified Chinese.

1. 在HTML结构中，将以下英文文本翻译为简体中文：什么词被它修改？词“蓝色”会提供信息，说明它在之后的位置，并且可以被“浅色”修改。
2. Sure, here is the translated text in simplified Chinese while keeping the HTML structure: ```html 什么词取决于它？词汇“蓝色”会提供信息，表明它很可能是一个名词，并且可以依赖于形容词“浅”。 ``` This translation maintains the sentence structure and ensures clarity in simplified Chinese.
3. To translate the English text into simplified Chinese while keeping the HTML structure, you can use the following code: ```html

   文本的领域是什么？“painted”（油漆）和“walls”（墙壁）这两个词会提供相关于家居装饰、着色等内容的信息。

   ``` This HTML snippet preserves the structure while displaying the translated text in simplified Chinese.

Sure, here's the translation in simplified Chinese, while keeping the HTML structure intact: ```html

对于第一句话，“非常”和“盒子”这两个词提供了宝贵的知识，满足了“光”的信息需求。

对于第二句话，“光”从“蓝色”获得了许多信息。“涂抹”和“墙壁”这两个词添加了一些额外的背景信息。

```

To translate the given English text into simplified Chinese while maintaining the HTML structure, you can use the following code snippet: ```html

在这两个句子中，“light”这个词的意义差异从它所需的信息和所提供的信息中显而易见。实际上，网络可以识别每个词的更多需求和提供的信息。

``` This HTML snippet will display the translated Chinese text while preserving the paragraph structure. Make sure to properly encode your HTML file to UTF-8 to ensure the Chinese characters display correctly.

Sure, here is the text translated into simplified Chinese while maintaining HTML structure: ```html

重要说明：随着对单词了解的增加，网络可以更好地识别其信息需求和提供内容。我们将看到这是如何发生的。

``` This HTML snippet will display the translated text in simplified Chinese.

To translate "Attention" to simplified Chinese while keeping HTML structure, you would use the following code snippet: ```html 注意 ``` In this HTML snippet: - "注意" is the simplified Chinese translation for "Attention". - Make sure your HTML document is properly encoded as UTF-8 to display Chinese characters correctly.

在保持HTML结构的情况下，将英文文本"Context might be king, but Attention Is All You Need."翻译成简体中文： "上下文可能是王者，但注意力才是你所需要的一切。"

Sure, here is the translation of the English text into simplified Chinese, while keeping the HTML structure intact: ```html

一旦网络记录下每个词的信息需求和提供情况，它就能够确定哪些词之间有更强的关系。

``` In this HTML snippet: - `

` tags denote a paragraph in HTML. - The Chinese text provided is the translation of "Once the network has noted down the information needs and offerings for each word, it can identify which words have stronger relationships between them."

To translate the given English text into simplified Chinese while keeping the HTML structure intact, you would write: ```html 如果一个词能很好地满足第二个词的信息需求，那么第二个词应该密切关注第一个词。 ``` This HTML structure maintains the original format and inserts the translated Chinese text appropriately.

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

顺便说一句，反过来就不是这样了。一个词可能向另一个词提供了很多信息，但它自己得到的信息需求却可能被文本中的其他词填补了。这里有点词语不忠。

```

```html

例如，在句子“饥饿的狮子通过大草原草丛追捕其难以捉摸的猎物。”中，“猎物”从“狮子”处获取了大量信息。但对于“狮子”来说，信息需求由“饥饿的”、“追捕”、“猎物”、“草丛”这些词汇满足，它们描述了它的感受、行为和所处的地方。你可以猜想，“狮子”获取的最多信息来自于“饥饿的”和“追捕”。因此，“狮子”会将大部分注意力集中在这两个词上。而“猎物”则会关注“狮子”、“追捕”和“难以捉摸”。猎物给予狮子的注意力量可能比狮子给予猎物的注意力量要高（就像现实世界中的情况一样）。

```

To translate the provided English text into simplified Chinese while maintaining HTML structure, you can use the following: ```html

关注的程度还取决于我们确定的信息需求。例如，如果信息需求是找到主体正在作用的对象，则主体“狮子”主要关注“猎物”，但如果信息需求是找到主体正在执行的动作，则“狮子”主要关注“潜行”。

``` This HTML snippet maintains the structure and translates the text into simplified Chinese.

现在，我们对每个词在文本中应该对所有其他词给予多少关注有了详细的了解。

在HTML结构中保持不变，将以下英文文本翻译成简体中文： 网络能够计算这一点，顺便说一句，这是人工智能的一次巨大突破。而且这种方法无论这两个词有多远都有效。

To translate "Value" to simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 价值 ``` This HTML snippet ensures that "Value" is translated to "价值" in simplified Chinese, and the `lang="zh-CN"` attribute specifies the language as simplified Chinese.

Sure, here is the simplified Chinese translation while keeping the HTML structure intact: ```html

网络了解单个词的含义，但缺乏上下文。现在，我们通过找出应该关注所有其他词语的程度，离获取更多上下文的目标又近了一步。

```

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

网络还可以识别特定词语如何改变其他词语的含义。

```

Sure, here's the translated text in simplified Chinese, keeping the HTML structure: ```html

例如：“据称”一词立即在句子中引入了怀疑。“脆弱”一词用于指代“建筑物”将暗示该建筑物是娇嫩的，容易受损和/或必须小心处理。请注意，“脆弱”不会真正影响“绿色”或“尽管”等一些词的含义。

```

To translate the provided text into simplified Chinese while keeping the HTML structure intact, you can use the following code snippet: ```html

一个特定的词知道它应该如何关注所有其他词，以及每个词将如何改变它的意义。从逻辑上讲，它可以开始注意到每个词对它的意义将产生多大改变，这取决于它必须对每个词付出的注意力。它高度关注的词，将更多地改变它的意义，相比于它低度关注的词。

``` This HTML snippet wraps the translated Chinese text in a paragraph (`

`) tag, preserving the structure while displaying the translated content.

Sure, here's the translated text in simplified Chinese within the HTML structure: ```html

示例：

```

To translate the provided text into simplified Chinese while keeping the HTML structure, you can use the following: ```html

饥饿的狮子穿过草原草丛悄悄地追逐着它那难以捉摸的猎物。

``` This HTML snippet will display the translated text in simplified Chinese, maintaining the original structure as requested.

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

基于多个其他单词部分改变一个词的意义的想法听起来毫无意义，因为这似乎是不可能的。但如果你假设这是可能的，那么逻辑确实是正确的。而且这确实是可能的，因为一切都是在网络内部以数字方式发生的。

``` This HTML snippet contains the translated text in simplified Chinese, structured within a `

` (paragraph) tag, ready for use in a web context.

To translate the provided English text into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 在单词知道其他每个单词应该影响其含义的程度之后，它可以相应地改变其含义，从而从文本的其余部分获取大量的上下文信息。 ``` This text maintains the original meaning while being translated into simplified Chinese.

Sure, here's the translated text in simplified Chinese, keeping the HTML structure: ```html

例子

```

To keep the HTML structure intact while translating the text to simplified Chinese, you can use the following: ```html 让我们访问前面例子中提到的两个句子： ``` This HTML snippet maintains the structure while displaying the translated text in simplified Chinese.

Sure, here's the translation in simplified Chinese: ```html

```

To translate "She painted the walls light blue" into simplified Chinese while keeping HTML structure, you can use the following: ```html 她把墙壁涂成浅蓝色。 ``` In this translation: - "她" (tā) means "she". - "把墙壁涂成" (bǎ qiángbì tú chéng) means "painted the walls". - "浅蓝色" (qiǎn lán sè) means "light blue". Make sure to include this HTML within your document structure as needed.

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

对于第一句，“light”从“very”和“box”中获得了大量信息。它将极其关注这些词，并较少关注“the”和“is”。修饰语“very”位于“light”之前，这意味着“light”可能是一个形容词。这表示名词“box”被“light”描述。这增加了“light”在句子中必须意味着“轻量”的含义。

``` In simplified Chinese: ```html

对于第一句，“light”从“very”和“box”中获得了大量信息。它将极其关注这些词，并较少关注“the”和“is”。修饰语“very”位于“light”之前，这意味着“light”可能是一个形容词。这表示名词“box”被“light”描述。这增加了“light”在句子中必须意味着“轻量”的含义。

```

Sure, here is the translated text in simplified Chinese, keeping the HTML structure: ```html

在第二句中，“blue”一词前面有“light”，很可能“light”是“blue”的修饰语和形容词。“light”作为“blue”的形容词，为我们提供了大量宝贵信息。例如，现在我们知道“light”不能指“照明”。单词“painted”和“walls”代表了家居装饰或涂装等领域。虽然这些信息很有价值，但并不及“blue”一词增加的信息重要。因此，现在网络可以推断“light”在这里的意思是“浅色”。

``` This HTML structure preserves the paragraph format while providing the simplified Chinese translation of the text.

Sure, here's the translation in simplified Chinese while keeping the HTML structure: ```html 重复 ```

在现实中，仅仅按照这里提到的过程进行一次几乎不会给这些词添加任何语境。必须反复进行这个过程，才能从整个文本中不断为一个词增加语境。

Sure, here's the text translated to simplified Chinese while keeping the HTML structure intact: ```html 做这个过程一遍又一遍会导致网络识别单词的不同信息需求和提供，因此单词每次在文本中关注的是不同的单词，因此在每次运行中获得不同类型的上下文。 ``` This translation maintains the intended meaning of the English text in simplified Chinese.

Sure, here's the translated text in simplified Chinese, while keeping the HTML structure intact: ```html 同时需要注意的是，随着这种情况的持续发生，单词的含义变得更加丰富，因此网络能够更好地识别单词的信息需求和提供情况。例如，对于句子“The box is very light.”的第一遍分析中，如果“light”一词与“very”发生了交互作用，网络可能会知道它被用作形容词。因此，网络识别的信息需求可能不会将“light”解释为“照明”或“点火”。 ``` This HTML snippet includes the translated text in simplified Chinese wrapped in a `` tag, preserving the structure of the original HTML.

Here is the translated text in simplified Chinese, while keeping the HTML structure: ```html 因此，从周围文本中获取信息的过程不断发生，导致每个词汇中编码了越来越丰富的语境含义。 ```

Certainly! In simplified Chinese, "Summary" would be translated as "总结".

以下是HTML结构中的简体中文翻译： ```html

每个单词的含义都被教给了网络。但它缺乏单词在完整文本中使用的上下文。为了获得上下文，网络识别出每个单词的不同信息需求和提供内容。网络确定哪些单词为其他单词提供相关信息，以及提供多少信息。一个单词向第二个单词提供的信息越多，第二个单词就越关注第一个单词。网络还知道特定单词如何改变任何其他单词的含义。单词的含义会因其对其他单词的关注程度而改变。这一过程反复进行，同时识别不同的信息需求和提供内容，从而将越来越多种类的上下文编码到这些单词中。

``` 这段文字保留了HTML段落（`

`）的结构，并将原始英文文本翻译为简体中文。

Sure, the translation of "Afterthought" into simplified Chinese while keeping the HTML structure would be: ```html 事后的想法 ``` This HTML snippet ensures the translation is displayed correctly and maintains the structure of the webpage.

Sure, here is the translation of the text into simplified Chinese while keeping the HTML structure: ```html

所有这些操作在 GPT 内部都是以数学方式发生的。所有这一切都可以在计算机内部自动且以数学方式发生，这似乎不可思议，但在接下来的几篇文章中我们会详细讲解这些概念的实现。

``` Translated text (simplified Chinese): ``` 所有这些操作在 GPT 内部都是以数学方式发生的。所有这一切都可以在计算机内部自动且以数学方式发生，这似乎不可思议，但在接下来的几篇文章中我们会详细讲解这些概念的实现。 ``` This HTML snippet contains the translated text.

Sure, here is the translated text in simplified Chinese, while keeping the HTML structure intact: ```html 而当那一切结束时，您将了解 GPT 是如何工作的，以及它学习理解语言的机制是什么。 ``` This HTML snippet preserves the structure and provides the translated text in simplified Chinese.