chinese-text-humanizer

Installation
SKILL.md

Chinese Academic Text Humanizer

Overview

AI-generated Chinese academic text often exhibits detectable patterns: overly balanced sentence structures, formulaic transitions, predictable hedging, and unnaturally consistent register. This guide provides strategies to transform AI-assisted drafts into natural, human-sounding Chinese academic prose while maintaining scholarly rigor. Applicable to journal manuscripts, thesis chapters, and grant applications written in Chinese.

Common AI-Generated Chinese Text Patterns

Detectable Markers

Pattern AI Tendency Human Academic Style
Sentence openings 重复使用 "本文"、"本研究"、"值得注意的是" 变换主语:具体名词、被动句式、无主句
Transitions 机械使用 "首先…其次…最后" 自然承接:因果、转折、递进交替
Hedging 每句都加 "可能"、"一定程度上" 有选择地使用限定语,关键结论要果断
Paragraph structure 总-分-总,每段等长 段落长短不一,论证节奏有变化
Vocabulary 偏好"关键""重要""显著" 用词精确:分辨"关键/核心/至关重要"的语境差异
列举 大量并列三项 ("X、Y和Z") 有时二项,有时四项,避免刻板的三项并列
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First Seen
Apr 5, 2026