humanizer

To humanize AI-written prose without breaking formulas, rewrite the text while preserving all mathematical blocks, inline formulas, and structural elements. This ensures the paper feels less synthetic while maintaining mathematical integrity.

Yes, you can rewrite AI-generated text while preserving Markdown tables and image references. The humanization process keeps all numbers, citations, formulas, images, tables, and existing section titles completely unchanged.

Diff-based validation for paper humanization is a fail-safe mechanism that produces a humanizer_diff.md file to track changes. You need it to block accidental overwrites of paper.md when critical elements like numbers, formulas, or citations change.

No, humanizing a long modeling paper does not affect its citation numbers or section headings. The structure-preserving editing process enforces hard gates to ensure all critical sets, including headings and citations, remain strictly unchanged.

To prepare paper.md for structure-preserving editing before a quality audit, generate the full modeling paper first. Once the AI writer outputs paper.md, load it for humanization to reduce the AI flavor while keeping all mathematical content intact.

A limitation of rewriting AI prose for papers longer than 5000 Chinese characters is that the process prohibits overwriting paper.md if any critical sets change. You must review humanizer_diff.md to ensure no numbers, formulas, or tables were altered.