Humanize Chinese is a Writing skill for Claude Code, published by brycewang-stanford in Auto-Empirical-Research-Skills.
Humanize Chinese detects and rewrites AI-generated Chinese text, using 20+ rule categories, 8 statistical features, and scene-aware logistic regression fusion for general, academic, and longform text. It offers 8 style transforms, best-of-N humanization, and academic AIGC reduction for CNKI/VIP/Wanfang.
Humanize Chinese is cataloged under Writing on DirSkills. Humanize Chinese comes from a repository tagged academic-research, agent-skills, ai-agent, awesome-list and communication.
Documentation
检测和改写中文 AI 生成文本的完整工具链。可独立运行（统一 CLI 或独立脚本），也可作为 LLM prompt 指南使用。
v5.0 亮点： scene-aware 三路 LR 融合 (general / academic / longform)；HC3 fused 准确率 95%；新增 --scene novel/auto 长文本场景；新增 --style novel 长篇叙事；--best-of-n N (默认 10) 多次 humanize 取最低 LR；段落级信号 (paragraph length CV / 跨段 trigram 重复) + 反制改写。
This is the opening of the README. Read the full README on GitHub.
Humanize Chinese is one of 25 skills that DirSkills catalogs from brycewang-stanford/Auto-Empirical-Research-Skills, the repository it ships in. Its siblings there include Academic Paper Composer, Academic Proofreader and Auto-Empirical Research. Each one is a separate skill with its own page in this directory, installs the same way Humanize Chinese does, and is maintained by brycewang-stanford in that same repository. The rest of the collection is listed on the brycewang-stanford/Auto-Empirical-Research-Skills page.
Humanize Chinese ranks #199 by stars among the 1012 Writing skills in this catalog. The most-starred ones next to it are Article Writing, Social Media Content Calendar and Knowledge Comic Creator. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Humanize Chinese against them. Open each page to compare what they document and how they install.
Humanize Chinese is one of 25 skills cataloged on DirSkills from brycewang-stanford/Auto-Empirical-Research-Skills.
Humanize Chinese is one of 1012 Writing skills cataloged on DirSkills, ranked #199 by stars among them.