A professional-grade Chinese summarization tool that uses MT5 architecture to transform long-form content into concise abstracts.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install pro-zh-summary
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install pro-zh-summary using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Professional Chinese Text Summarizer (Pro Zh-Summary)?
Pro Zh-Summary is a sophisticated skill designed to tackle the complexities of long-form Chinese text. By leveraging the MT5 architecture, this skill provides professional-level summaries for a variety of content types, including news articles, academic papers, and detailed meeting minutes. It is specifically engineered to handle text that exceeds typical processing limits by utilizing intelligent segmentation and compression techniques within the Openclaw Skills ecosystem.
This tool is essential for users who need to extract core insights from massive amounts of data without losing linguistic nuance. Whether you are dealing with technical documentation or daily news briefs, Pro Zh-Summary ensures that the most critical information is delivered in a refined, readable format.
Professional Chinese Text Summarizer (Pro Zh-Summary) Use Cases
- Condensing long-form Chinese news reports into short, actionable briefings.
- Generating concise abstracts for academic papers and technical documentation.
- Extracting key summaries and highlights from lengthy meeting transcripts.
- Automatically segmenting and summarizing documents that are too long for standard AI context windows.
How Professional Chinese Text Summarizer (Pro Zh-Summary) Works
- The skill receives a Chinese text input accompanied by a request for a summary or abstract.
- The text is automatically divided into manageable sections based on the configured CHUNK_SIZE.
- Each segment is processed through a deep-learning MT5 model to extract essential information.
- The skill applies the MAX_LENGTH constraint to ensure each summary segment remains concise.
- The processed segments are compiled into a final, professional summary and returned to the user.
Professional Chinese Text Summarizer (Pro Zh-Summary) Setup
To integrate this skill into your workflow, ensure you have Python 3.8+ installed and run the following commands:
pip install transformers torch sentencepiece
python main.py
Professional Chinese Text Summarizer (Pro Zh-Summary) Data Schema & Taxonomy
The skill utilizes specific configuration parameters to control the output quality and length:
| Parameter | Default Value | Description |
|---|---|---|
| MAX_LENGTH | 150 | Maximum characters allowed for a single segment's summary. |
| CHUNK_SIZE | 300 | The size of text blocks for initial segmentation. |
| version | 1.1.0 | The current semantic version of the skill logic. |
Professional Chinese Text Summarizer (Pro Zh-Summary) Advanced Features
- Powered by MT5 (Multilingual Text-to-Text Transfer Transformer) for superior Chinese linguistic accuracy.
- Automatic chunking and segmenting to handle extremely long Chinese documents without manual intervention.
- Customizable compression settings allowing users to define the granularity of the summaries.
- Native integration with Openclaw Skills for seamless multi-agent workflows.
SKILL.md
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