humanizer

Name: humanizer
Availability: InStock
Author: woodfishhhh

Rewrite AI-written modeling paper prose while preserving math, citations, and structure.

32|1|Updated May 19, 2026

Search Tags:#quality audit #prose rewriting #math modeling #paper humanization #structure preservation #diff-based validation

Ready to run

npx skills add https://github.com/woodfishhhh/EZ_math_model --skill humanizer-woodfishhhh

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/woodfishhhh/EZ_math_model/tree/main/skills/ez-math-model/tools/humanizer
Command: npx skills add https://github.com/woodfishhhh/EZ_math_model --skill humanizer-woodfishhhh

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

When a long modeling paper is drafted by AI, its wording can feel overly synthetic even if the formulas, tables, and citations are correct; this Skill reduces that “AI flavor” while keeping the document’s mathematical integrity intact.

Core Features & Use Cases

Humanization for long papers: Applied after the writer has generated paper.md and before the quality audit, typically for papers longer than 5000 Chinese characters.
Structure-preserving editing: Keeps all numbers, citation numbers, formula blocks/inline formulas, Markdown tables, image references, and existing section titles unchanged.
Fail-safe diff hard gates: Produces humanizer_diff.md and blocks overwriting paper.md if any critical sets (numbers/formulas/citations/images/table counts/headings) change.

Quick Start

Load the EZ_math_model writer output paper.md and ask the agent to humanize it while preserving all math, citations, and table/image structure.

Frequently Asked Questions about humanizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I humanize AI-written prose in a math modeling paper without breaking formulas?▼

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.

Can I rewrite AI-generated text while preserving Markdown tables and image references?▼

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.

What is diff-based validation for paper humanization and when do I need it?▼

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.

Does humanizing a long modeling paper affect its citation numbers or section headings?▼

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.

How to prepare paper.md for structure-preserving editing before a quality audit?▼

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.

What are the limitations of rewriting AI prose for papers longer than 5000 Chinese characters?▼

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.