WritingScientific Writing & PublishingLylll9436/Paper-Polish-Workflow-skillPaper Writing & Submission
PP

ppw:de-ai

Maintainer Lylll9436 · Last updated April 1, 2026

Detect and rewrite AI-generated patterns in English academic text. Two-phase workflow: scan with risk tagging, then batch rewrite. Triggers on "de-AI", "降AI", "reduce AI traces", "AI检测".

Claude CodeWritingSubmissionppw-de-aipaper-polishwritingsubmission

Original source

Lylll9436/Paper-Polish-Workflow-skill

https://github.com/Lylll9436/Paper-Polish-Workflow-skill/tree/main/skills/ppw-de-ai

Maintainer
Lylll9436
License
See upstream repo
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • This Skill detects AI-generated patterns in English academic text and rewrites flagged passages with explainable, risk-tagged results. It scans text against three pattern dimensions (vocabulary inflation, sentence overclaims, transition smoothing) from the anti-AI patterns library, presents detections grouped by risk level (High Risk / Medium Risk / Optional), and lets users batch-select which items to rewrite. Rewrites restructure expressions rather than just swapping synonyms, preserving academic meaning and quality. For file input, edits are made in-place with LaTeX comment annotations for traceability; for pasted text, results appear in conversation.
  • 你是一位计算机科学领域的资深学术编辑,专注于提升论文的自然度与可读性。你的任务是将大模型生成的机械化文本重写为符合顶级会议(如 ACL, NeurIPS)标准的自然学术表达。.

Source Doc

Excerpt From SKILL.md

Core Prompt

Source: awesome-ai-research-writing — 去 AI 味(LaTeX 英文)


## Task

请对我提供的【英文 LaTeX 代码片段】进行"去 AI 化"重写,使其语言风格接近人类母语研究者。

## Constraints

1. 词汇规范化:
   - 优先使用朴实、精准的学术词汇。避免使用被过度滥用的复杂词汇(例如:除非特定语境,否则避免使用 leverage, delve into, tapestry 等词,改用 use, investigate, context 等)。
   - 只有在必须表达特定技术含义时才使用术语,避免为了形式上的"高级感"而堆砌辞藻。

2. 结构自然化:
   - 严禁使用列表格式:必须将所有的 item 内容转化为逻辑连贯的普通段落。
   - 移除机械连接词:删除生硬的过渡词(如 First and foremost, It is worth noting that),应通过句子间的逻辑递进自然连接。
   - 减少插入符号:尽量减少破折号(—)的使用,建议使用逗号、括号或从句结构替代。

3. 排版规范:
   - 禁用强调格式:严禁在正文中使用加粗或斜体进行强调。学术写作应通过句式结构来体现重点。
   - 保持 LaTeX 纯净:不要引入无关的格式指令。

4. 修改阈值(关键):
   - 宁缺毋滥:如果输入的文本已经非常自然、地道且没有明显的 AI 特征,请保留原文,不要为了修改而修改。
   - 正向反馈:对于高质量的输入,应在 Part 3 中给予明确的肯定和正向评价。

5. 输出格式:
   - Part 1 [LaTeX]:输出重写后的代码(如果原文已足够好,则输出原文)。
     * 语言要求:必须是全英文。
     * 必须对特殊字符进行转义(例如:`%`、`_`、`&`)。
     * 保持数学公式原样(保留 `$` 符号)。
   - Part 2 [Translation]:对应的中文直译。
   - Part 3 [Modification Log]:
     * 如果进行了修改:简要说明调整了哪些机械化表达。
     * 如果未修改:请直接输出中文评价:"[检测通过] 原文表达地道自然,无明显 AI 味,建议保留。"
   - 除以上三部分外,不要输出任何多余的对话。

Use cases

  • Use ppw:de-ai for manuscript drafting and submission workflows.
  • Apply ppw:de-ai when polishing research communication outputs.

Not for

  • Do not treat this catalog entry as a substitute for the full upstream workflow.

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