Humanize Chinese

What it does

Humanize Chinese is a local, zero-dependency toolset and prompt-guide for detecting and rewriting Chinese AI-generated text. It combines 20+ rule-based detection categories with 8 HC3-calibrated statistical features (sentence-length CV, short-sentence fraction, comma density, GLTR buckets, surprisal metrics) to score AIGC likelihood and offers adaptive rewrite strategies and style transforms (casual, Zhihu, Xiaohongshu, WeChat, academic). The project provides a unified CLI for detect/rewrite/academic/style/compare workflows and extensive templates for paraphrase and academic replacements.

When to use it

Use when a user asks to "remove AI flavor", "humanize text", "reduce AIGC score", or to prepare academic content for submission (CNKI/VIP/Wanfang) that needs AIGC reduction. Appropriate for editors, researchers, and platforms needing local, auditable AIGC mitigation.

What's included

• Scripts: CLI entrypoints and standalone scripts in the repo (detection, rewrite, style transforms, academic mode)
• References: calibration with HC3-Chinese benchmark and documented statistical signals
• Instructions: detailed CLI usage, stepwise workflow (detect → rewrite → verify → style) and configuration files for patterns and weights

Compatible agents

Inferred compatibility: code-capable agents and local execution environments (agents with Read/Write/Exec privileges, Claude Code or Copilot-like agents).