Skip to content
cccskills
FreePublished on GitHub

humanizer

Use after EZ_math_model writer creates paper.md and before quality audit when a long modeling paper needs less AI-like prose while preserving formulas, data, citations, tables, and figures.

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model
See how to install

Files included (1)

  • SKILL.md1.7 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

humanizer — 论文正文去 AI 味

何时使用

  • writer 已落盘 paper.md。
  • quality_audit 尚未运行。
  • 正文长度通常不少于 5000 字。
  • 用户或配置要求降低 AI 写作痕迹。

调用方式

优先加载宿主 humanizer skill。输入 paper.md 正文，要求：

  • 保留所有数值。
  • 保留引用编号。
  • 保留公式块和行内公式。
  • 保留 Markdown 表格。
  • 保留图片标签 ![](figures/xxx.png)。
  • 不修改章节标题。

默认写到：

workdir/{task_id}/paper.humanized.md
workdir/{task_id}/humanizer_diff.md

只有用户显式开启 --humanize-overwrite 时才覆盖 paper.md。

结构化 diff 硬门

humanizer 后必须生成 humanizer_diff.md，并至少比较以下集合：

  • 数值集合；
  • 引用编号集合；
  • 公式块 hash 集合；
  • 图片引用集合；
  • Markdown 表格数量；
  • 一级/二级标题集合。

任一集合变化时，不得覆盖 paper.md；只能保留 paper.humanized.md，并在 diagnostics.md 中记录。quality audit 必须检查实际打包版本，不能审原文却打包 humanized 版本。

检查重点

  • 夸张象征语和营销式措辞。
  • 空泛转折和堆叠连接词。
  • 过度三段式。
  • 模糊归因。
  • 频繁使用 em dash 或英文 AI 高频词。

失败诊断

情况处理
宿主 skill 未安装跳过，不阻塞 packaging
数值、公式、引用被改坏回滚到原 paper.md
字数明显缩水quality_audit 标记字数风险

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

agent-research-aggregator

Free

Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent history", "prepare PaperOrchestra inputs from my cache", "turn my agent logs into a paper", mentions a folder or directory they want to use as the basis for a paper, or wants to run PaperOrchestra but only has scattered agent experiment histories rather than structured inputs. Run this BEFORE paper-orchestra. Also called automatically by paper-orchestra when workspace/inputs/idea.md or workspace/inputs/experimental_log.md are missing.

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

brainstorming

Free

Use when EZ_math_model model selection is unclear after the modeling decision tree, the problem spans multiple domains, or modeler needs several candidate approaches before writing modeling_plan.md.

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

content-refinement-agent

Free

Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run peer review on this paper".

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

dataset

Free

公开数据集发现入口。覆盖 Kaggle / UCI / HuggingFace / 天池。题目要求"自行 查找数据"或"补充外部数据"时启用；附件已含数据时**不调用**。

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

dispatching-parallel-agents

Free

Use when EZ_math_model runs in multi or hybrid mode and has two or more independent subtasks that can be assigned to subagents without shared files, shared state, or dataflow dependencies.

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

docx

Free

Use when EZ_math_model needs to convert paper.md to paper.docx, read a DOCX problem statement, preserve equations and tables, or package a modeling report as a Word document.

The English summary is being prepared. Showing the original description.

woodfishhhh/EZ_math_model43Updated Jul 28, 2026

See all skills by woodfishhhh

Report a problem with this skill