pro-zh-summary_skill

Overview

This skill is a professional Chinese long-text summarization tool optimized on an MT5 architecture. It automatically segments very long Chinese documents and compresses them into concise, high-quality summaries. It is intended for news, meeting notes, research, and any scenario with verbose Chinese content.

How this skill works

The model inspects input Chinese text and applies automatic chunking to handle inputs longer than model limits. Each chunk is summarized individually and then merged into a coherent, compressed Chinese summary. Configurable parameters control per-chunk length and chunk size to balance detail versus brevity.

When to use it

• Summarizing long Chinese articles or reports
• Condensing meeting transcripts or minutes in Chinese
• Extracting key points from news or research papers in Chinese
• When users request "summarize", "abstract", "extract key points", or "shorten" Chinese text

Best practices

• Provide clearly separated sections or paragraphs to improve chunking accuracy
• Set MAX_LENGTH to control target summary length per chunk (default 150)
• Adjust CHUNK_SIZE when input has long sentences or many clauses (default 300)
• For highly technical content, review combined summary and retain critical sentences manually if needed
• Use multiple passes: one for a concise overview, another for an expanded bullet list of key points

Example use cases

• Turn a multi-thousand-word Chinese news feature into a one-paragraph briefing
• Create a concise summary of a long Chinese meeting transcript for distribution
• Generate executive summaries of Chinese research papers for non-specialist readers
• Produce a compact bullet-point digest of an internal report written in Chinese