Sure, here is the translation of "Prompt Engineering for Cognitive Flexibility" in simplified Chinese, while maintaining the HTML structure: ```html

促进认知灵活性的工程

Certainly! Here's the translation of "Practical insights and analysis from experiments with MMLU-Pro" in simplified Chinese, while keeping the HTML structure intact: ```html

通过与MMLU-Pro的实验获得的实用洞见和分析

` tags, maintaining the structure commonly used for paragraphs in HTML.

Certainly! Here's the translation of "Introduction" into simplified Chinese, while maintaining the HTML structure: ```html

介绍

` represents a paragraph element, which is commonly used for text content.

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

开发能够像人类一样思考、规划和决策的AI代理，是当前研究和讨论的重要领域之一。目前，LLM已经成为这些代理的基础构建模块的领先者。随着我们不断追求越来越复杂的能力，无论使用哪种LLM，我们都不可避免地会反复遇到相同类型的问题，其中包括：

1. Certainly! Here is the HTML structure with the text translated into simplified Chinese: ```html

   模型是否具备完成任务的必要知识，能够准确高效地完成任务？

   ``` In this HTML snippet: - `

   ` represents a paragraph tag. - The text inside the `

   ` tags is the translated text in simplified Chinese. This structure maintains the HTML formatting while presenting the translated text.

2. Sure, here's the translation of "If the appropriate knowledge is available, how do we reliably activate it?" in simplified Chinese, while keeping the HTML structure intact: ```html 如果有合适的知识，我们如何可靠地激活它？ ```
3. Certainly! Here's the translation of the text into simplified Chinese, while maintaining HTML structure: ```html

   模型是否能够模仿复杂的认知行为，如推理、规划和决策，达到可接受的熟练水平？

   ``` In this HTML snippet: - `

   ` denotes a paragraph tag, used here to encapsulate the translated text. - The Chinese text translates to: "Is the model capable of imitating complex cognitive behavior such as reasoning, planning, and decision making to an acceptable level of proficiency?"

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

本文通过我最近进行的一个小型实验，结合最新的MMLU-Pro基准测试，探讨了以下问题。研究结果揭示了一些有关认知灵活性的有趣见解，以及我们如何将认知科学中的这一概念应用于我们的AI代理和提示工程努力中。

` (paragraph) tag assuming it's part of a larger HTML document.

Sure, here's the HTML structure with "Background" translated to simplified Chinese: ```html

背景

` represents a top-level heading in HTML. - `背景` is the simplified Chinese translation for "Background".

Sure, here's the translation of "MMLU-Pro — A multiple choice gauntlet" into simplified Chinese, while maintaining HTML structure: ```html MMLU-Pro — 一个多选题挑战 ```

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

最近发布的MMLU-Pro（大规模多任务语言理解）基准测试通过提供比其前身MMLU更强大和具有挑战性的任务集，测试了AI模型的能力边界 [1]。其目标是创建一个全面的评估，涵盖多样的主题，要求模型具备广泛的知识基础，并能够在不同的情境中应用这些知识。为此，MMLU-Pro通过14个不同的知识领域展开，对模型进行了非常具有挑战性的、以推理为导向的多项选择题测试。

```html

我们在自己的学术旅程中都对多项选择考试非常熟悉。我们在这类测试中使用的策略通常包括推理、问题解决、回忆、排除法、推断和有根据的猜测的结合。我们能够在这些策略之间无缝切换的能力，是由认知灵活性支持的，我们利用这种灵活性来调整我们的方法以适应每个具体问题的要求。

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

认知灵活性涵盖了诸如在不同概念之间切换和同时思考多个概念等心理能力。它使我们能够根据当前情况调整我们的思维方式。 这个概念在我们的AI代理和提示工程努力中有潜在的用途吗？在我们探讨这个问题之前，让我们来看看来自MMLU-Pro“商业”类别的一个示例问题：

` tags are used to enclose paragraphs for proper HTML formatting. - The text is translated into simplified Chinese while maintaining the HTML structure intact.

Sure, here's the HTML structure with the simplified Chinese translation: ```html

Question 205: 如果每股年度收益平均为$8.6，标准差为$3.4，那么观察到的每股收益小于$5.5的概率是多少？

` tags are used to enclose the paragraph text. - The text has been translated into simplified Chinese while maintaining the HTML structure.

Sure, here's how you can structure the HTML to display the translated text in simplified Chinese: ```html

答案：

• A: 0.3571
• B: 0.0625
• C: 0.2345
• D: 0.5000
• E: 0.4112
• F: 0.1814
• G: 0.3035
• H: 0.0923
• I: 0.2756
• J: 0.1587

` (unordered list) with each answer formatted as a list item (`
• `).

  ```html

  虽然明确标记为“业务”，但这个问题需要统计知识。我们需要对数值进行标准化，并计算它距离平均值的标准偏差数量，以获得概率估计。计算Z分数如下：

  ```

  

  Sure, here's the translation of "Where:" into simplified Chinese, keeping the HTML structure intact: ```html 哪里： ``` In this HTML snippet: - `` is used to wrap the translated text "哪里：" which means "Where:" in English.

  Sure, here's the translation: ```html X 是问题中的值（在本例中为 $5.50） ``` This maintains the HTML structure while providing the text in simplified Chinese.

  To translate "μ​ is the mean (given as $8.6)" into simplified Chinese while keeping the HTML structure, you can use the following code snippet: ```html μ 是均值（给定为 $8.6）。 ``` Here, `μ` represents the Greek letter mu (μ), and the rest is the translation into simplified Chinese characters. This HTML code will display the translated text correctly while preserving the structure of the original HTML.

  To translate the text "σ is the standard deviation (given as $3.4)" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html σ 是标准偏差（给定为 $3.4） ``` In this HTML snippet: - `σ` represents the Greek letter sigma (σ). - "是标准偏差" translates to "is the standard deviation". - "（给定为 $3.4）" translates to "(given as $3.4)". Make sure to use this HTML code within your HTML document where you want the translated text to appear.

  Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html

  如果我们将这些值代入公式中，得到的结果是-0.09118。然后我们查阅标准正态分布表格，发现Z小于-0.9118的概率约为18.14%，对应于我们选择中的答案“F”。

  ``` This HTML snippet now contains the translated text in simplified Chinese.

  Certainly! Here's how you could structure your HTML document while translating the text to simplified Chinese: ```html

  我认为可以肯定地说，这对于语言模型来说是一个非平凡的问题。正确答案不能被记忆，而是需要计算得出的。语言模型是否具备解决这种类型问题所需的知识和认知灵活性？我们可以采用什么样的工程策略来引导它？

  ``` In this HTML structure: - `` specifies that the language of the document is simplified Chinese. - The text within the `

  ` tags is the translated version of your provided English text. This HTML structure maintains the basic layout while presenting the translated content in simplified Chinese.

  Certainly! Here's the translation of "Prompt Engineering to the Rescue" in simplified Chinese, keeping the HTML structure: ```html

  及时的工程师拯救

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

  在利用LLM解决上述问题时，我们可以考虑以下几点：我们选择的模型是否具备必要的统计知识？假设具备，我们如何可靠地激活关于标准正态分布的知识？最后，模型能否模仿数学推理步骤来得出正确答案？

  Certainly! Here's the translated text in simplified Chinese, while keeping the HTML structure intact: ```html

  广为人知的“思维链”（CoT）提示工程策略似乎非常合适。该策略依赖于提示模型生成最终答案之前的中间推理步骤。有两种基本方法。

  ``` In this HTML snippet: - `

  ` represents a paragraph tag for the translated text. - The Chinese text is placed inside the paragraph tag `

  `. This maintains the structure while providing the translated content in simplified Chinese.

  Certainly! Here's the translation of the text into simplified Chinese, keeping the HTML structure intact: ```html Chain-of-Thought (CoT): 涉及少样本提示，即提供推理过程的示例以指导模型 [2]。 ``` In this HTML snippet, the Chinese translation is wrapped in `` tags to specify the language as simplified Chinese.

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

  Zero-Shot Chain-of-Thought (Zero-Shot CoT): Involves prompting the model to generate reasoning steps without prior examples, often using phrases like “Let’s think step by step” [3].

  ``` Translated text in simplified Chinese: ```html

  零样本思维链 (Zero-Shot CoT): 涉及提示模型生成推理步骤，无需先前示例，通常使用“让我们逐步思考”之类的短语 [3]。

  ``` This HTML structure ensures the translation is displayed correctly in a web context, maintaining the formatting and structure of the original English text.

  Certainly! Here's the translated text in simplified Chinese while maintaining the HTML structure: ```html

  有许多其他策略，通常依赖于预生成特征激活的组合，即专注于在初始提示中激活知识，以及内部生成特征激活，即专注于语言模型在逐个生成输出令牌时动态激活知识。

  ```

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

  Certainly! Here's how you can express "Experiment Design" in simplified Chinese within an HTML structure: ```html 实验设计 ``` This translation directly replaces "Experiment Design" with its simplified Chinese equivalent, suitable for use in HTML documents.

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

  在设计这个小型实验时，我利用了ChatGPT-4o，并从MMLU-Pro数据集的14个知识领域中随机抽取了每个领域的10个问题。该实验旨在评估两个主要方面：

  ``` Translated text: 在设计这个小型实验时，我利用了ChatGPT-4o，并从MMLU-Pro数据集的14个知识领域中随机抽取了每个领域的10个问题。该实验旨在评估两个主要方面：
  1. Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html

     不同提示工程技术的有效性：具体而言，是在模型中使用不同的技术来激活必要的知识和期望的行为的影响。选择这些技术是为了与不同程度的认知灵活性相一致，并且全部基于零样本。

     ``` In this HTML snippet: - `

     ` indicates a paragraph tag. - The Chinese text is inserted within the paragraph tags.

  2. Certainly! Here is the text translated into simplified Chinese while keeping the HTML structure intact: ```html

     故意限制推理和认知灵活性的影响：具体来说，限制模型开放推理能力（从而严重限制认知灵活性）如何影响准确性。

     ``` In this translation: - "故意限制推理和认知灵活性的影响" corresponds to "The impact from deliberately limiting reasoning and cognitive flexibility". - "具体来说" means "specifically". - "限制模型开放推理能力" translates to "limiting the model's ability to reason openly". - "从而严重限制认知灵活性" means "and by consequence severely limiting cognitive flexibility". - "如何影响准确性" translates to "affects accuracy".

  在保持HTML结构的情况下，将英文文本翻译为简体中文： 不同的提示技术测试依赖于以下模板：

  Sure, here is the translated text in simplified Chinese while keeping the HTML structure intact: ```html 直接问题 — {问题}。从以下答案选项中选择正确答案：{答案}。请用选中的字母和答案回复。 ``` This HTML structure includes placeholders `{问题}` for "Question" and `{答案}` for "Answers", which you can replace with your specific question and answer choices.

  Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html CoT — {问题}。让我们一步步思考，并从以下答案选项中选择正确答案：{答案}。请回复选定的字母和答案。 ``` This HTML snippet maintains the placeholders for `{问题}` (Question), `{答案}` (Answers), and the structure of the original text.

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

  知识领域激活 — {问题}。让我们思考所需的知识和概念，从以下答案选择正确答案：{答案}。请回复选定的字母和答案。

  ``` In this translation: - `{问题}` represents the placeholder for "Question". - `{答案}` represents the placeholder for "Answers". Make sure to replace `{问题}` and `{答案}` with the actual content when integrating this into your HTML structure.

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

  上下文支架 — {问题}。我期待你能正确回答这个问题。为了最大化达到我的期望，请为自己创造一个操作性的环境，并从以下答案选择正确的答案：{答案}。以选定的字母和答案回复。

  ``` This HTML structure retains placeholders for `{问题}` (question) and `{答案}` (answers), which should be replaced with the actual content when you integrate it into your web page or document.

  Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html

  直接问题方法作为基线，可能使模型具有最高程度的认知灵活性。CoT 可能导致认知灵活性最少，因为模型被指示逐步进行。知识域激活和情境支架介于直接问题和CoT之间。

  ``` In simplified Chinese characters: ``` 直接问题方法作为基线，可能使模型具有最高程度的认知灵活性。CoT 可能导致认知灵活性最少，因为模型被指示逐步进行。知识域激活和情境支架介于直接问题和CoT之间。 ```

  Certainly! Here's the HTML structure with the translated Chinese text: ```html

  通过采用上述提示模板的最后一行，“回答选择的字母和答案”，明确指定为“仅回答选择的字母和答案，不要添加其他内容”，来达到故意限制推理的目的。

  ``` In simplified Chinese: ```html

  通过采用上述提示模板的最后一行，“回答选择的字母和答案”，明确指定为“仅回答选择的字母和答案，不要添加其他内容”，来达到故意限制推理的目的。

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

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

  如果您对我用来运行实验和结果的代码感兴趣，您可以在这里链接的 GitHub 仓库中找到。

  ``` In this HTML snippet: - `

  ` denotes a paragraph tag for structural integrity. - The Chinese text translates to: "如果您对我用来运行实验和结果的代码感兴趣，您可以在这里链接的 GitHub 仓库中找到。"

  Certainly! Here's how you can write "Results" in simplified Chinese within an HTML structure: ```html

  结果
  ``` In this example, `
  ` tags are used to maintain the HTML structure, with the Chinese characters "结果" inside.

  Certainly! Here's how you can structure the HTML while translating the text to simplified Chinese: ```html

  这里是不同提示技术及其理由受限变体的结果：

  ``` In this HTML snippet: - `

  ` is used for division or sectioning purposes, maintaining the structure. - The text "Here are the results for the different prompt techniques and their reasoning constrained variants:" is translated to "这里是不同提示技术及其理由受限变体的结果：" in simplified Chinese. This preserves the HTML structure while presenting the translated text in Chinese.

  

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

  所有无约束推理提示的表现基本相似，直接问题方法略优于其他方法。这有点令人惊讶，因为《MMLU-Pro》论文[1]报告直接问题表现不佳，而少样本CoT则表现良好。我不打算在这里深究差异，因为小型实验的目的不在于复制他们的设置。

  ``` This HTML snippet includes the translated text in simplified Chinese within a paragraph (`

  `) tag.

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

  更重要的是，在这个小型实验中，当推理被故意限制时，所有的技术显示出了类似的准确率下降，从平均66%下降到了51%。这个结果符合我们的预期。更重要的观察是，没有一种技术成功地提升了预生成知识激活，超出了直接问题中的情况，其中预生成特征激活主要来自于模型接触问题和答案选择中的文本。

  ``` This HTML snippet maintains the structure while providing the translated text in simplified Chinese.

  Sure, here is the translation of the text into simplified Chinese while keeping the HTML structure intact: ```html 从这些高层次的结果来看，总体结论是，提高工程效率的最佳组合可能确实包括： ``` In this HTML snippet: - `` indicates that the enclosed text is in simplified Chinese. - `从这些高层次的结果来看，总体结论是，提高工程效率的最佳组合可能确实包括：` is the translated text. - `` closes the `` tag. This structure ensures the text is properly identified as Chinese while maintaining the necessary HTML structure.

  1. Sure, here's the translated text in simplified Chinese, maintaining HTML structure: ```html 允许模型在直接问题方法中展现一定的认知灵活性。 ``` In this translation: - "允许" means "allowing". - "模型" means "model". - "直接问题方法" means "Direct Question approach". - "展现" means "exemplified" or "demonstrated". - "一定的" means "some degree of". - "认知灵活性" means "cognitive flexibility". This HTML structure ensures the translated Chinese text can be easily integrated into a webpage.
  2. Sure, here's the translated text in simplified Chinese, while keeping the HTML structure intact: ```html 允许模型开放推理，使推理过程成为生成过程的积极部分。 ``` In HTML, this would look like: ```html

     允许模型开放推理，使推理过程成为生成过程的积极部分。

     ``` This HTML structure includes a paragraph (`

     `) tag to enclose the translated text, which is typical for displaying paragraphs of text on a webpage.

  Sure, here's the translated text in simplified Chinese, while keeping the HTML structure: ```html 计算成本维度 ``` This HTML snippet will display "计算成本维度" in simplified Chinese, where `` specifies the language for the text.

  Certainly! Here's how you could structure the HTML with the translated text in simplified Chinese: ```html

  虽然很少被讨论，但令牌效率在大型语言模型逐渐应用于各种行业用例中变得越来越重要。下图显示了每种无约束提示技术的准确性与生成答案中平均令牌数量的关系。

  ``` In this HTML snippet: - `

  ` is used to denote a paragraph, enclosing the translated text. - The simplified Chinese text is placed inside the `

  ` tags, ensuring proper rendering and structure in an HTML document.

  

  ```html

  虽然准确性差异不是主要关注点，但直接问题方法的效率显著，平均每个答案生成180个标记，相比之下CoT每个答案生成约339个标记（即多出88%）。由于准确性相当，我们推测在知识激活内生成方面，CoT平均效率较低，导致结果过于冗长。但是是什么造成了这种过度冗长？为了尝试回答这个问题，检查无约束的推理提示以及模型选择仅以答案而非推理追踪回答的次数是很有帮助的。结果如下：

  ```

  

  请保持HTML结构，将以下英文文本翻译为简体中文： ```html

  更有趣的是，模型在选择直接回答而没有任何推理过程的准确性，如下表所示：

  ``` 这是将英文文本翻译为简体中文并嵌入HTML结构的方式。

  

  Sure, here's the simplified Chinese translation of the provided text, while maintaining the HTML structure: ```html

  准确率在64%到70%之间，没有生成任何推理痕迹。即使是特意设计成需要推理和解决问题的MMLU-Pro问题，在提示不过分约束的情况下，模型似乎展现出根据具体问题选择不同策略的某种特质。

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

  Sure, here's the translation of "Practical Implications" into simplified Chinese, while keeping the HTML structure: ```html 实际影响 ```

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

  从这些结果中得出的实际结论是，直接的提示策略通常与过于结构化的策略一样有效。虽然CoT旨在通过诱导特定的推理导向特征激活来模拟推理，但如果过度生成标记是一个问题，这种方法并不总是必要或最佳选择。相反，努力让模型发挥认知灵活性可能是一个更合适的方法。

  ``` This HTML snippet contains the translated text in simplified Chinese, maintaining the paragraph structure.

  Sure, here is the text translated into simplified Chinese while keeping the HTML structure intact: ```html 结论：为AI代理人的认知灵活性铺平道路 ``` In this translation: - `` is used to maintain the HTML structure, which is a generic inline container.

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

  这次小型实验的发现为理解语言模型（LLMs）和人工智能代理的认知灵活性的重要性提供了深刻的见解。在人类认知中，认知灵活性指的是根据不同任务或需求的变化来调整思维和行为的能力。它涉及在不同概念之间切换，同时维持多个概念，并根据需要转移注意力。在LLMs的背景下，这可以理解为模型根据文本刺激动态调整其内部激活的能力。

  ``` The simplified Chinese translation of the text is as follows: ```html

  这次小型实验的发现为理解语言模型（LLMs）和人工智能代理的认知灵活性的重要性提供了深刻的见解。在人类认知中，认知灵活性指的是根据不同任务或需求的变化来调整思维和行为的能力。它涉及在不同概念之间切换，同时维持多个概念，并根据需要转移注意力。在LLMs的背景下，这可以理解为模型根据文本刺激动态调整其内部激活的能力。

  ``` This HTML structure maintains the text formatting while presenting the translation in simplified Chinese.

  Certainly! Here's the translation of the text into simplified Chinese, keeping the HTML structure: ```html

  继续专注于开发这一领域的技术和技巧可能会显著增强人工智能代理在各种复杂任务环境中的能力。例如，探索与Anthropic在其最新论文《Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet》中提出的见解并行，可能会产生能够根据任务复杂性和领域动态观察和调整认知灵活性水平的技术。

  ``` This HTML structure ensures the translated text is presented in a clear and organized manner.

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

  随着我们推动人工智能的边界，认知灵活性很可能是创造模型的关键，这些模型不仅能可靠执行，还能理解并适应现实世界的复杂性。

  ```

  Sure, here's the translation of the text into simplified Chinese while keeping the HTML structure intact: ```html 感谢阅读并关注我，获取与这项工作相关的未来探索所带来的见解。如果您想讨论，请毫不犹豫地在 LinkedIn 上与我联系。 ``` In HTML, it would look like this: ```html

  感谢阅读并关注我，获取与这项工作相关的未来探索所带来的见解。如果您想讨论，请毫不犹豫地在 LinkedIn 上与我联系。

  ``` This HTML structure includes a link to LinkedIn.

  除非另有说明，本文所有图片均为作者所拍摄。

  Sure, here's how you can write "References:" in simplified Chinese while maintaining the HTML structure: ```html 参考文献： ``` This HTML snippet includes the translation in simplified Chinese and specifies the language using the `lang` attribute.

  Certainly! Here's the translated text in simplified Chinese within an HTML structure: ```html

  [1] Yubo Wang, Xueguang Ma, Ge Zhang, Yuansheng Ni, Abhranil Chandra, Shiguang Guo, Weiming Ren, Aaran Arulraj, Xuan He, Ziyan Jiang, Tianle Li, Max Ku, Kai Wang, Alex Zhuang, Rongqi Fan, Xiang Yue, Wenhu Chen：MMLU-Pro：一个更健壮和具有挑战性的多任务语言理解基准。arXiv:2406.01574, 2024。

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

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

  Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed Chi, Quoc Le, Denny Zhou: Chain-of-Thought Prompting Elicits Reasoning in Large Language Models. arXiv:2201.11903v6 , 2023

  ``` And the simplified Chinese translation: ```html

  Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed Chi, Quoc Le, Denny Zhou：Chain-of-Thought Prompting Elicits Reasoning in Large Language Models. arXiv:2201.11903v6 ，2023年

  ``` This HTML structure ensures that the citation remains intact and includes a link to the original source, while the text is properly translated into simplified Chinese.

  Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html [3] Takeshi Kojima, Shixiang Shane Gu, Machel Reid, Yutaka Matsuo, Yusuke Iwasawa: Large Language Models are Zero-Shot Reasoners. arXiv:2205.11916v4, 2023 ``` Translated text: ```html [3] 小岛武士、顾世祥、马切尔·里德、松尾豊、岩沢佑介： 大型语言模型是零-shot推理器。 arXiv:2205.11916v4, 2023 ``` This maintains the original citation format while providing the translated title in simplified Chinese within `` tags for emphasis.

  To translate the provided English text into simplified Chinese while maintaining the HTML structure, you can use the following: ```html [4] Giuseppe Scalamogna, 一个通用的提示工程路线图：上下文支架框架（CSF）, 2023 ``` In this translation: - `` tags are used to create a hyperlink around the title and URL. - `href` attribute specifies the URL of the link. - `target="_blank"` attribute ensures the link opens in a new tab. - Text within `` tags is translated to simplified Chinese, including the title and description of the article. Make sure to replace the URL (`href` attribute) with the actual link to Giuseppe Scalamogna's article.