humanizer-paper
Humanizer (Academic): register-aware AI-tell removal
Polish an academic draft so it reads like a careful human author and conforms
to its register's norms. Two modes: English journal articles (en-journal) and
Chinese doctoral dissertations (zh-dissertation).
The analysis kernel is the "Signs of AI writing" taxonomy from
Wikipedia
(WikiProject AI Cleanup), re-gated for academic register: several general-prose
defaults are backwards in a journal or dissertation, so each tell is kept,
calibrated, or disabled rather than applied blindly. The heavy content lives in
references/; this file is the router and the behavioral rules.
In the
pythoncommand below,<skill-dir>is this skill's base directory, announced when the skill loads. Substitute that literal path; it is not an environment variable. The bundled script self-locates, so only the path needs to resolve.