Sure, here is the HTML structure with the translated text in simplified Chinese:
```html
传统自然语言处理（NLP）任务：了解大语言模型（LLMs）能为您做什么
传统自然语言处理（NLP）任务：了解大语言模型（LLMs）能为您做什么
```
In the above HTML structure:
- `` and `<h1>` tags contain the translated text in simplified Chinese.
- The `lang="zh-CN"` attribute specifies the language of the document as simplified Chinese.</h1>
<figure class="ml mm mn mo mp mq mi mj paragraph-image"><div role="button" tabindex="0" class="mr ms fg mt be mu"><div class="mi mj mk"><picture><img alt="" class="be lp mv c" width="700" height="467" loading="eager" role="presentation" src="/posts/1%24pHpf_aITeICAx1pq5vFJyg.jpeg"></picture></div></div>
<figcaption class="mw fc mx mi mj my mz bc b bd z dr">Photo by <a class="af na" href="https://unsplash.com/@joshua_hoehne?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash" rel="noopener ugc nofollow" target="_blank">Joshua Hoehne</a> on <a class="af na" href="https://unsplash.com/photos/text-YPgTovTiUv4?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash" rel="noopener ugc nofollow" target="_blank">Unsplash</a></figcaption></figure><p>Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure:
```html
</p>
<p>自2017年引入变压器以来，自然语言处理（NLP）的能力有了飞跃式的提升。了解传统的NLP任务对于理解（大型）语言模型的能力是很有用的。虽然在许多领域大型语言模型可能表现更优，但由于其更快的延迟和更低的成本，较小的精细调整模型始终会有其存在的位置。</p>
```
This HTML snippet contains the translated text in simplified Chinese.<p>这里是自然语言处理任务类别的概述：</p>
<h1>Sure, here's the translation in simplified Chinese:
自然语言理解（NLU）</h1>
<ul>
<li>Sure, here is the translated text in simplified Chinese while keeping the HTML structure intact:
```html
<p>文本分类：将文本分到预定义的组中 — 可以是二元分类、多类分类或多标签分类。子任务包括情感分析、垃圾邮件检测和情绪检测。</p>
```</li>
<li>Sure, here's the translated text in simplified Chinese, while keeping the HTML structure:
```html
主题建模：发现文档集中的主要主题。
```
This maintains the same meaning while presenting it in simplified Chinese within an HTML context.</li>
<li>To translate the given English text "Named Entity Recognition (NER): Identifying and categorising entities like names, places, and dates. A similar task to Keyword" into simplified Chinese while keeping the HTML structure intact, you can use the following:
```html
<span lang="zh-CN">命名实体识别（NER）：识别和分类如姓名、地点和日期等实体。类似于关键词的任务。</span>
```
This HTML snippet ensures that the translated Chinese text appears correctly on a web page, maintaining both the content and the structure of the original English sentence.</li>
<li>Sure, here's the translation in simplified Chinese while keeping the HTML structure intact:
```html
<span>词性标注 (POS)：</span>为句子中的每个单词分配词性。
```
In this translation:
- `<span>词性标注 (POS)：</span>` wraps the text "Part-of-Speech Tagging (POS):" with "词性标注 (POS)：" in Chinese.
- `为句子中的每个单词分配词性。` translates "Assigning parts of speech to each word in a sentence," into Chinese.</li>
<li>Sure, here's the translation in simplified Chinese while keeping the HTML structure intact:
```html
<span>信息检索（IR）：搜索大型数据集以找到相关信息。</span>
```</li>
<li>To translate "Semantic Textual Similarity (STS): Comparing similarity between words, text spans, and documents" into simplified Chinese while keeping the HTML structure intact, you can use the following:
```html
<p><strong>语义文本相似性（STS）：</strong>比较单词、文本片段和文档之间的相似性。</p>
```
This HTML snippet preserves the structure and translates the text as requested.</li>
</ul>
<h1>自然语言生成（NLG）:</h1>
<p>这些是序列到序列（Seq2seq）任务的类型，输入和输出的长度各不相同。</p>
<ul>
<li>Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact:
```html
机器翻译：将文本从一种语言翻译成另一种语言。
```</li>
<li>Sure, here is the translated text in simplified Chinese while maintaining the HTML structure:
```html
<p>文本风格转换（TST）：将一种文本风格转换为另一种，例如将现代英语转换为莎士比亚英语。</p>
```</li>
<li>To translate "Text-to-Text Generation: Generating relevant and coherent text, includes Next Sentence Prediction (NSP)" into simplified Chinese while keeping HTML structure, you can use the following:
```html
<span lang="zh">文本生成：生成相关且连贯的文本，包括下一句预测（NSP）。</span>
```
This HTML snippet maintains the structure while providing the translated text in simplified Chinese.</li>
<li>Sure, here's the text translated into simplified Chinese while keeping the HTML structure:
```html
问题回答：在给定上下文的情况下，生成用户查询的答案。这涉及使用多种自然语言处理技术，如自然语言理解（NLU）和意图分类。
```</li>
<li>Sure, here is the translated text in simplified Chinese while keeping the HTML structure intact:
```html
<span>抽象式摘要：重述内容以创建简洁的摘要。这种方法比抽取式摘要更常见且表现更好。</span>
```</li>
</ul>
<p>Sure, here's the translated text in simplified Chinese while keeping the HTML structure:
```html
了解自然语言处理任务及其应用，使我们能够利用它们来解决现实世界中的问题，并创造创新的解决方案。
```
This HTML structure maintains the integrity of the text while allowing it to be displayed or used in a web context.</p>
2024-06-13 05:24:23
AI中文站翻译自原文
