humanizer-zh-academic

Detect AI-writing patterns in Chinese academic text and assess detection risk.

240|18|Updated Feb 24, 2026
One-click install
npx skills add https://github.com/redbaronyyyyy-eng/humanizer-zh-academic --skill humanizer-zh-academic
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh-academic
Source: https://github.com/redbaronyyyyy-eng/humanizer-zh-academic/tree/main
Command: npx skills add https://github.com/redbaronyyyyy-eng/humanizer-zh-academic --skill humanizer-zh-academic

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps editors and researchers reduce AIGC detection rates for Chinese academic writing by identifying typical AI-writing patterns and guiding rewrites that preserve argument logic and scholarly tone.

Core Features & Use Cases

  • Detects and classifies AI-writing modes across content, language, and style, enabling targeted edits.
  • Provides a standardized SOP for risk scanning, rewriting decisions, and context-rich output to maintain authenticity.
  • Enforces hard constraints (e.g., tone, attribution, and structure) and a controlled noise budget to balance naturalness and detectability.
  • Supports multiple Chinese scholarly formats (journal articles, theses, research reports) and handles both compact and full rewriting variants.

Quick Start

Initiate by supplying text and instruct the system to reduce AI traces while preserving core meaning.

Frequently Asked Questions about humanizer-zh-academic

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I reduce AI detection risk in Chinese academic writing?

To reduce AI detection risk in Chinese academic writing, this Skill identifies typical AI-writing patterns and performs targeted text editing to preserve argumentative logic and scholarly tone. It applies a standardized risk scanning SOP to rewrite content while maintaining academic style compliance.

What AI-writing patterns are detected in Chinese academic text?

AI-writing patterns detected in Chinese academic text span content, language, and style classifications. The Skill recognizes these specific modes to guide targeted edits, applying a controlled noise budget that balances naturalness and detectability without altering core meaning.

Can I use this for thesis and journal article rewriting?

Yes, you can use this for thesis and journal article rewriting. It supports multiple Chinese scholarly formats including journal articles, theses, and research reports, handling both compact and full rewriting variants while preserving citations and argumentative logic.

How do I rewrite Chinese text to bypass AIGC detection without losing citations?

To rewrite Chinese text to bypass AIGC detection without losing citations, the Skill enforces hard constraints on tone, attribution, and structure. It preserves available citations and argumentative logic while applying transformations that reduce detectability.

Does academic text editing prevent hallucinations and unverified claims?

Academic text editing here prevents hallucinations and unverified claims by enforcing strict safety constraints. The Skill maintains academic style compliance, ensuring no unverified claims are introduced during the AI-detection risk reduction process.

What is the best way to assess AI-detection risk in Chinese essays?

The best way to assess AI-detection risk in Chinese essays is through the Skill's standardized SOP for risk scanning and rewriting decisions. It classifies AI-writing modes across content, language, and style, providing context-rich output to maintain authenticity.