Sure, here is the translation of "Quick and Easy: Sentiment Analysis with LLM" in simplified Chinese while maintaining HTML structure: ```html

快速简便:利用LLM进行情感分析

```

Sure, here's how you can write "What is sentiment analysis?" in simplified Chinese while keeping the HTML structure intact: ```html

什么是情感分析?

```

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

情感分析是分析文本中情绪或情感的过程。通常,这一任务使用监督学习模型完成,该模型需要标记好的训练数据。传统的文本分类工作流程如下图所示。

``` In this HTML snippet: - `

` is used to enclose the paragraph of text. - The Chinese text provided is a translation of "Sentiment analysis is the process of analyzing emotions or sentiments in text. Typically, this task is done using a supervised learning model, which requires labeled data for training. The traditional text classification workflow is illustrated below."

Traditional text classification

Certainly! Here's how you can structure the HTML while providing the translation: ```html

When applying a supervised model, factors such as the amount of data, model optimization, and the quality of both data and labels must be considered.

应用监督模型时,必须考虑诸如数据量、模型优化以及数据和标签的质量等因素。

``` In this HTML snippet: - `

` tags are used for paragraphs to maintain proper structure. - The English text is in the first `

` tag. - The simplified Chinese translation is in the second `

` tag.

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 然而,我们可以利用大型语言模型(LLM)进行情感分析任务。这种方法非常简单 — 只需将您的提示发送到 API 服务,您将立即收到答案。在某些情况下,可能会应用提示调整以获得更精确的结果。 ``` Feel free to use this HTML structure with the translated text as needed!

LLM with sentiment analysis workflow

Sure, here's how you can write "👩‍💻Demo" in simplified Chinese within an HTML structure: ```html 👩‍💻Demo ``` In this HTML snippet: - `👩` represents the emoji for woman technologist. - `‍` represents the zero width joiner (ZWJ) character. - `💻` represents the laptop emoji. This ensures that the emojis are displayed correctly across different platforms and devices.

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

该演示使用Gemini和GPT服务获取情感分析结果。

``` In the HTML snippet above: - `

` and `

` enclose the translated text to indicate it as a paragraph. - The Chinese text between `

` and `

` translates to "该演示使用Gemini和GPT服务获取情感分析结果。", which means "The demo uses Gemini and GPT services to obtain sentiment analysis results."

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

实施情感分析的组成部分如下:

``` This HTML code displays the translated text in simplified Chinese, maintaining the structure for web content.

Certainly! Here is the HTML structure with the translated text in simplified Chinese: ```html 页面标题

🤖 提示

``` In this HTML structure: - `lang="zh-CN"` specifies the language as simplified Chinese. - `

🤖 提示

` translates to "🤖 提示" which means "🤖 Prompt" in simplified Chinese.

Certainly! Here is the HTML structure with the text translated to simplified Chinese: ```html

为了执行情感分析任务,我只是使用了以下提示。

```
prompt = f"""
Your role: sentiment analyzer
Task: Answer the one of sentiment in the sentiment list (["neutral", "negative", "positive"]) of the given message.
Message: {message}
"""

```html 注意:在将输入文本与提示结合之前,应预处理输入文本,例如删除链接。这些不必要的标记会增加 API 成本。 ```

Sure, here's how you would structure and translate "💰Prices" into simplified Chinese within an HTML context: ```html

💰价格

``` In this HTML snippet: - `💰` is the HTML entity for the 💰 emoji. - `价格` is the simplified Chinese translation for "Prices". This will display "💰价格" on a web page, where "💰" represents the emoji and "价格" represents the word "Prices" in simplified Chinese.

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

所使用的模型,例如 Gemini 和 ChatGPT,其定价如下所示。

``` In this HTML snippet: - `

` and `

` denote the beginning and end of a paragraph. - The Chinese text is inserted between the opening `

` tag and the closing `

` tag.
LLM service cost
  • Sure, here is the translation in simplified Chinese while keeping the HTML structure intact: ```html 定价 | OpenAI ``` In this snippet: - `` indicates that the text inside is in simplified Chinese. - `定价 | OpenAI` is the translated text, where "定价" means "Pricing" and "|" and "OpenAI" remain in English as they are proper nouns.
  • Sure, here is the text translated into simplified Chinese while maintaining the HTML structure: ```html Gemini API 定价 | Google for Developers ```

Certainly! Here's the translation in simplified Chinese while maintaining HTML structure: ```html ✨双子座示例 ✨ ``` In this HTML snippet: - `lang="zh-CN"` indicates the language code for simplified Chinese. - `✨` represents the Unicode character for a star (✨). So, the translation of "✨Gemini example ✨" in simplified Chinese is "✨双子座示例 ✨".

Certainly! Here's the translation of "📋 Prerequisite" in simplified Chinese, keeping the HTML structure intact: ```html 📋 先决条件 ``` In this HTML snippet: - `📋` represents the emoji character 📋 (clipboard). - `先决条件` is the translation of "Prerequisite" in simplified Chinese.

  • 请访问此网站 Gemini API 快速入门 | Google AI for Developers 获取更多信息。
  • To translate "Python 3.10" into simplified Chinese while keeping the HTML structure, you can use the following: ```html Python 3.10 ``` In this HTML snippet: - `` is used as an inline element to wrap the text. - `lang="zh-CN"` specifies the language code for simplified Chinese. - "Python 3.10" is the text translated into simplified Chinese. This structure ensures that the content is correctly identified as simplified Chinese for language-specific processing and styling purposes.
  • Certainly! Here's the translation of "Install pip install -q -U google-generativeai" into simplified Chinese, formatted for HTML: ```html 安装 pip install -q -U google-generativeai ``` This HTML structure preserves the translated text while maintaining its clarity and format.
  • Sure, here's the translation of "Get API key: Get API key | Google AI Studio" in simplified Chinese while maintaining the HTML structure: ```html 获取 API 密钥: 获取 API 密钥 | Google AI Studio ``` In this translation: - "获取 API 密钥:" means "Get API key:" - "获取 API 密钥 | Google AI Studio" means "Get API key | Google AI Studio" - `` and `` tags are used to maintain the structure and functionality in HTML.
  • Certainly! Here is the translation of "Put API key in .env" in simplified Chinese, while keeping the HTML structure: ```html

    将 API 密钥放入 .env 文件中

    ```
GEMINI_API_KEY={YOUR API KEY}

Sure, here's how you would translate "All code" into simplified Chinese while keeping the HTML structure intact: ```html 所有代码 ``` In this HTML snippet: - `` is used to indicate a section of text that needs to be styled or scripted differently. - `lang="zh-CN"` attribute specifies that the language of the enclosed text is simplified Chinese. - `"所有代码"` is the translation of "All code" into simplified Chinese. This ensures that the translated text is properly identified as simplified Chinese for any processing or display purposes that may require language-specific handling.

import os
import google.generativeai as genai
from dotenv import load_dotenv
load_dotenv()


genai.configure(api_key=os.getenv("GEMINI_API_KEY"))
generation_config = genai.types.GenerationConfig(temperature=0.0)

message = "You seem nice, you`re generous and you know your stuff"
prompt = f"""
Your role: sentiment analyzer
Task: Answer the one of sentiment in the sentiment list (["neutral", "negative", "positive"]) of the given message.
Message: {message}
"""

model = genai.GenerativeModel(model_name="gemini-1.5-flash")
response = model.generate_content(prompt,
generation_config=generation_config
)
print(response.text)

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

输出:
``` In Chinese, "output" translates to "输出".
Gemini output

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

Certainly! Here's the translation of "📋 Prerequisite" in simplified Chinese, while maintaining HTML structure: ```html 📋 先决条件 ``` In this HTML snippet: - `lang="zh-CN"` specifies the language as simplified Chinese. - `📋` represents the clipboard emoji 📋. - "先决条件" translates to "Prerequisite" in simplified Chinese.

  • Sure, here's the translated HTML structure with the simplified Chinese text: ```html 请访问此网站 API 参考 — OpenAI API 以获取更多信息。 ``` In HTML, this would typically look like: ```html

    请访问此网站 API 参考 — OpenAI API 以获取更多信息。

    ``` Replace `"API Reference URL"` with the actual URL of the API reference page.
  • Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

    Python 3.10

    ``` Translated text: ```html

    Python 3.10

    ``` In simplified Chinese: ```html

    Python 3.10

    ```
  • Sure, here's how you would write "Install: openai==0.28" in simplified Chinese while keeping the HTML structure: ```html 安装:openai==0.28 ``` In this HTML snippet, the text "安装:" translates to "Install:", and "openai==0.28" remains unchanged as it's a specific software version identifier.
  • Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 获取API密钥:API 参考 — OpenAI API ``` In this HTML snippet, the translated text "获取API密钥:API 参考 — OpenAI API" is enclosed within the `` structure, preserving the original formatting.
  • Sure, here's how you would structure that in HTML with the simplified Chinese translation: ```html

    Put API key in .env

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

    将 API 密钥放入 .env 文件中

    ``` This HTML snippet maintains the structure while presenting the translated text in simplified Chinese.
OPENAI_API_KEY={YOUR API KEY}

Sure, here's the translation of "All code" into simplified Chinese, while keeping the HTML structure: ```html 所有代码 ``` In this HTML snippet: - `` is used to mark the text as a span of inline text with a specific language. - `lang="zh-CN"` specifies that the language is Simplified Chinese. - `所有代码` is the translation of "All code" into Simplified Chinese. This structure ensures that the text is correctly marked with its language for proper rendering and accessibility.

import os
import openai
from dotenv import load_dotenv
load_dotenv()

openai.api_key = os.getenv("OPENAI_API_KEY")

message = "You seem nice, you`re generous and you know your stuff"
prompt = f"""
Your role: sentiment analyzer
Task: Answer the one of sentiment in the sentiment list (["neutral", "negative", "positive"]) of the given message.
Message: {message}
"""


completion = openai.ChatCompletion.create(
model="gpt-3.5-turbo",
messages=[
{"role": "user", "content": prompt}
],
max_tokens=1024,
temperature=0.0
)

ans = completion.choices[0].message.content

Sure, here's how you can structure the HTML and translate the text "output:" into simplified Chinese: ```html

Translate Text

输出:

``` In this example: - `` specifies the language as Simplified Chinese. - `

输出:

` translates to "输出:" which means "output:" in simplified Chinese.
GPT answer

Certainly! Here is the HTML structure with "Conclusion" translated into simplified Chinese: ```html

结论

``` This HTML code snippet will display "结论" which means "Conclusion" in simplified Chinese within a heading level 2 (`

`) tag.

  • Certainly! Here is the translated text in simplified Chinese, maintaining HTML structure: ```html

    使用LLM的主要优势是快速实施和无需大型数据集来训练监督模型的需要消除。您只需输入提示和目标消息,即可立即获得答案。

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

    然而,如果需要减少推理时间,定制化可能会变得困难,并且语言模型的答案可能每天不一致。

    ``` This HTML snippet preserves the structure while presenting the translated text in simplified Chinese.
  • Certainly! Here's how you can structure and translate the text into simplified Chinese while keeping the HTML format: ```html

    注意:您可能需要对语言模型的输出进行后处理,以符合您期望的格式。例如,在演示中,目标答案是“positive”,但有些语言模型返回了“情感:positive”,这与期望的格式不符。

    ``` Translated into simplified Chinese: ```html

    注意:您可能需要对语言模型的输出进行后处理,以符合您期望的格式。例如,在演示中,目标答案是“positive”,但有些语言模型返回了“情感:positive”,这与期望的格式不符。

    ``` This HTML structure keeps the original format intact while providing the translation in simplified Chinese.
  • To translate the English text to simplified Chinese and maintain the HTML structure, you can use the following code snippet: ```html

    您可以通过在提示旁边包含示例来提高LLM在您特定领域中响应的准确性。

    ``` This HTML structure contains a `

    ` tag to enclose the translated text. The Chinese text translates to: "您可以通过在提示旁边包含示例来提高LLM在您特定领域中响应的准确性。" This translation reflects the original meaning of the English text while keeping the structure intact for web display.

  • Sure, here is the text translated into simplified Chinese while keeping the HTML structure: ```html 另外,您可以利用LLM为训练监督模型标记数据,而不是雇佣人类来完成这项任务。 ``` In HTML context, it would look like this: ```html

    另外,您可以利用LLM为训练监督模型标记数据,而不是雇佣人类来完成这项任务。

    ``` This maintains the original meaning while providing the translation in simplified Chinese.

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

如果你喜欢这些内容,并且想要让我保持充满活力(以及高效率),欢迎请我喝杯咖啡 ☕ — 但是无需压力,我保证我会继续写作! 😁

``` This HTML snippet contains the translated text: **如果你喜欢这些内容,并且想要让我保持充满活力(以及高效率),欢迎请我喝杯咖啡 ☕ — 但是无需压力,我保证我会继续写作! 😁**

2024-08-12 04:19:14 AI中文站翻译自原文