aigc-down

name

AIGC_down

description

Use this skill whenever the user asks to revise a thesis, dissertation, or academic Markdown draft using plagiarism/similarity reports or AIGC-detection reports from a “查重” folder. This skill helps improve originality, citation hygiene, and natural academic expression by locating highlighted/high-risk passages, rewriting duplicated passages from distilled key points, and revising AI-flagged passages for clearer human-authored style. Trigger for requests such as “降低重复率”, “根据查重报告改论文”, “根据AIGC检测报告修改论文”, “处理标红内容”, “修改 thesis-writer 生成的论文”, or “生成降重后的 .md”. If the report shows similarity or AIGC indicators below 10%, still perform a conservative revision of the report-mentioned or highlighted passages instead of skipping them. Do not use this skill to promise bypassing detectors, evading academic integrity systems, or hiding misconduct; frame the work as legitimate originality improvement and source-aware revision.

AIGC_down

Use this skill to revise a Markdown thesis draft based on similarity-check and AIGC-detection reports in the 查重/ folder.

The goal is to improve originality, reduce improper textual overlap, strengthen citation-aware expression, and make the writing more natural for an undergraduate thesis. Do not promise that any detector score will decrease, and do not present the work as evading detection. The revision should preserve academic integrity, meaning, technical terminology, and cited evidence.

Supported inputs

This skill expects:

1. A thesis Markdown file generated by thesis-writer, usually ending in .md.
2. A 查重/ folder containing one or more similarity reports and/or AIGC-detection reports.
3. Optional user-provided rewrite prompt for AI-flagged passages.

If the thesis file is not specified, search likely thesis output locations and ask the user to choose if more than one plausible .md file exists.

If the reports are missing or unreadable, explain what is missing and ask for the report files before editing.

Safety and integrity boundaries

• Do not claim that the new file will pass plagiarism or AIGC detection.
• Do not help hide copied text without attribution.
• If a passage appears copied from a source, prefer paraphrasing plus citation or recommend adding a citation when the source is known.
• Preserve facts, formulas, technical terms, citations, figure/table references, section numbering, and Markdown structure.
• Do not invent sources, data, experimental results, or conclusions.
• Do not remove required citations just to make text look different.

Revision threshold

Do not skip revision only because a report's overall similarity rate or AIGC indicator is below 10%.

• If similarity is >= 10%, prioritize all high-overlap and highlighted passages from the similarity report.
• If similarity is < 10%, still revise the passages explicitly listed, highlighted, or source-matched in the report, but use a conservative scope: improve originality and citation-aware wording without unnecessarily rewriting unaffected sections.
• If the AIGC indicator is >= 10%, prioritize all AI-flagged/high-risk passages.
• If the AIGC indicator is < 10%, still revise the passages explicitly flagged or highlighted by the AIGC report, but keep changes light and focused on natural academic expression.
• If no specific passages are identifiable and both indicators are below 10%, ask the user whether to do a light full-paper polish or stop after reporting that no concrete high-risk passages were found.

Workflow

1. Locate materials

1. Inspect the 查重/ folder.
2. Identify report types:
   • similarity/plagiarism report: repeated/high-overlap passages, sources, highlighted red text, percentages, or matched fragments;
   • AIGC report: AI-flagged paragraphs, highlighted red text, risk scores, or suspicious sections.
3. Locate the thesis .md file generated by thesis-writer.
4. Read enough surrounding thesis context to avoid changing meaning or breaking the argument.

Reports can be .html, .pdf, .docx, .md, .txt, or exported text. Use available tools to read them. If a report only provides screenshots or inaccessible formatting, tell the user which parts cannot be extracted automatically.

2. Build a revision map

Create a working map of passages to revise:

• source type: similarity report, AIGC report, or both;
• original thesis passage;
• surrounding section title;
• reason for revision;
• constraints such as citations, formulas, variables, proper nouns, or terminology that must remain unchanged.

When highlighted text in the report does not exactly match the thesis because of formatting, locate the closest matching paragraph manually by key phrases.

3. Revise similarity/high-repeat passages first

For each high-repeat passage:

1. Split the target content by natural paragraphs and process one natural paragraph at a time.
2. Do not rewrite an entire section, chapter, or multi-paragraph block in one pass.
3. Keep each single rewrite unit under 500 Chinese characters; if a natural paragraph exceeds 500 Chinese characters, split it at sentence boundaries into smaller units before rewriting.
4. Extract the key points, logic, and conclusion from the current paragraph or sub-paragraph unit.
5. Compress the meaning into a short internal outline.
6. Rewrite from that outline into a new paragraph with roughly similar length.
7. Change sentence order, explanation path, and connective structure where it helps readability.
8. Keep professional terms, equations, citations, names, and factual claims accurate.
9. Add or preserve citations when the idea clearly depends on a source.

The point is not to swap synonyms mechanically. Reconstruct the explanation from the underlying meaning so the paragraph becomes more original and easier to read. Paragraph-by-paragraph rewriting keeps the thesis structure stable and reduces the chance of accidentally changing meaning across sections.

4. Revise AIGC-flagged passages second

Before revising AIGC-flagged passages, ask whether the user wants to provide a custom rewrite prompt.

• If the user provides one, use it as style guidance as long as it does not conflict with academic integrity or the safety boundaries above.
• If the user does not provide one, use this default style guidance:

请对这段内容进行学术化润色，使其更贴近本科论文中自然、平实、通顺的表达方式。保留原意、专业术语、数据、引用和逻辑关系，避免过度模板化和生硬堆砌。可以调整句子前后结构，适当使用长短句交替，把过于标准化或重复的表达改成更自然的同义表达；专业词密集的句子可以适当拆短，说明性句子可以适当展开。不要使用“我”“我们”等第一人称，不要编造新结论、数据或来源。

When applying style guidance:

• Process AI-flagged content one natural paragraph at a time; do not rewrite all flagged sections or a long multi-paragraph block in a single pass.
• Keep each single rewrite unit under 500 Chinese characters; if a paragraph exceeds 500 Chinese characters, split it at sentence boundaries first.
• Keep the thesis tone formal enough for undergraduate academic writing.
• Prefer clear, plain Chinese over exaggerated or promotional language.
• Avoid adding meaningless filler just to change detector behavior.
• Avoid intentionally degrading grammar or clarity.
• Preserve section-level coherence with the paragraphs before and after.

5. Handle passages flagged by both reports

If a passage is both high-repeat and AIGC-flagged:

1. Split the passage into natural paragraphs and rewrite one paragraph at a time, keeping each single rewrite unit under 500 Chinese characters.
2. Apply the similarity rewrite first using key-point reconstruction.
3. Then lightly revise the result for natural academic style.
4. Re-check that terminology, citations, and meaning are still preserved.

6. Generate the revised Markdown and PDF files

Write the revised thesis as a new .md file in the same directory as the original thesis Markdown, then generate a .pdf version from the revised Markdown in the same directory.

Use filenames that clearly indicate they are revised versions, for example:

• <original-name>_AIGC_down.md and <original-name>_AIGC_down.pdf
• <original-name>_revised.md and <original-name>_revised.pdf
• <original-name>_降重润色版.md and <original-name>_降重润色版.pdf

Do not overwrite the original thesis unless the user explicitly asks.

For PDF generation:

• Prefer the repository's existing Markdown-to-PDF workflow if one exists.
• If no project-specific workflow exists, use an available local converter such as Pandoc, Markdown PDF tooling, or another installed tool.
• Preserve headings, lists, tables, formulas, citations, and figure/table references as much as the converter supports.
• If PDF conversion fails because required tools are missing, still save the revised .md file and clearly report the PDF failure and missing dependency.

7. Provide a concise revision summary

After writing the new file, report:

• original thesis file path;
• new Markdown file path;
• new PDF file path, or the reason PDF generation failed;
• reports used from 查重/;
• number or list of sections revised;
• whether any report content could not be parsed;
• any passages needing human review, especially citations, formulas, or claims with insufficient source context.

Output requirements

The primary outputs are the revised .md thesis file and a .pdf version generated from that revised Markdown.

The chat response should be brief and should not paste the whole thesis unless the user asks. Include clickable file paths when possible.

Editing quality checklist

Before finishing, verify:

• The revised .md file is in the same directory as the original thesis .md.
• The revised .pdf file is generated from the revised .md and saved in the same directory, or the PDF conversion failure is clearly reported.
• Markdown headings, lists, tables, code blocks, formulas, citations, figure/table references, and numbering remain valid.
• Repeated passages were rewritten from key points rather than only synonym-swapped.
• AIGC-flagged passages were revised for natural academic expression without meaningless filler.
• No new facts, sources, data, or results were invented.
• The original file remains unchanged unless explicitly authorized.