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alphalab-ustc/researchclaw/paper-writer
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name: paper-writer description: > Help write research papers: outline, draft sections, auto-review, and rebuttal. Use when user says: 帮我写论文, paper writing, 论文大纲, 写引言, 写方法, 审稿, rebuttal. metadata: version: "1.0.0"


Paper Writer — Research Writing Assistant

Goal: Help the user write research papers, from outline to full draft to rebuttal.

Triggers: 帮我写论文 · paper writing · 论文大纲 · 写引言 · 写方法 · 写实验 · rebuttal

This capability has four sub-modes. Detect which one the user needs:


Sub-mode A: Outline Generation

Trigger: 论文大纲 · paper outline · 帮我写论文大纲 · user provides a research idea

Input: Research idea description + optionally a list of related papers.

Steps:

  1. Ask the user for (or parse from their message):
  • Core research question / hypothesis
  • Key method or contribution (at high level)
  • Target venue (NeurIPS / ICLR / ACL / EMNLP / ICML / arXiv preprint etc.)
  • Related papers (arXiv IDs or titles)
  1. If related papers given, fetch their abstracts to understand the prior work landscape.
  1. Generate a structured outline following IEEE/NeurIPS standard paper structure:
📄 论文大纲 | Paper Outline
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📌 **Working Title:** {TITLE}
🎯 **Core Claim:** {ONE_SENTENCE_THESIS}
📍 **Target Venue:** {VENUE}
## 1. Introduction (~1.5 pages)
1.1 Problem motivation — why this matters
1.2 Limitations of existing work (gap analysis)
1.3 Our proposal — high-level approach
1.4 Contributions (bullet list, 3–4 items)
1.5 Paper organization
## 2. Related Work (~1 page)
2.1 {Related area 1} — {papers to cite}
2.2 {Related area 2} — {papers to cite}
2.3 How our work differs
## 3. Problem Formulation (~0.5 page)
3.1 Task definition
3.2 Notation and setup
3.3 Formal problem statement
## 4. Method (~2 pages)
4.1 Overview / architecture diagram description
4.2 Component 1: {name} — {description}
4.3 Component 2: {name} — {description}
4.4 Component 3: {name} — {description}
4.5 Training objective / algorithm
## 5. Experiments (~2 pages)
5.1 Datasets and evaluation metrics
5.2 Baselines
5.3 Main results
5.4 Ablation study
5.5 Analysis / case study
## 6. Conclusion (~0.5 page)
6.1 Summary of contributions
6.2 Limitations
6.3 Future work
## References
{Key papers to cite}
## Appendix (if needed)
- Additional experiments
- Proofs
- Implementation details
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📝 想展开某个章节?说 "写引言" / "写方法" / "写实验"

Sub-mode B: Section Drafting

Trigger: 写引言 · 写方法 · 写实验 · 写结论 · write introduction · write method section

Input: Section name + outline (if available) + related papers.

Steps:

  1. Identify which section the user wants drafted.
  2. If an outline exists (from Sub-mode A or provided by user), load it.
  3. If related papers mentioned, fetch their content for context.
  4. Draft the section following academic writing conventions:
  • Introduction: Problem → Gap → Solution → Contributions → Roadmap
  • Related Work: Group by theme, end each group with "unlike {us/our work}"
  • Method: Precise, reproducible descriptions; reference figures/algorithms; use consistent notation
  • Experiments: Table-first approach; report mean±std; ablation must isolate each component
  • Conclusion: Never introduce new claims; summarize, then discuss limitations honestly
  1. Output the drafted section in clean academic English (or Chinese if user prefers).
  2. End with: ✏️ 需要修改或继续下一章节?告诉我!

Sub-mode C: Auto-Review

Trigger: 审稿 · review my paper · 自我审稿 · 找论文的弱点 · user pastes draft text

Input: A draft paper section or full draft (pasted or referenced by file path).

Steps:

  1. Parse the provided draft text.
  2. Apply a structured review rubric:
📋 Auto-Review Report
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
**Overall Score:** {1-10} / 10
**Recommended Action:** {Accept / Major Revision / Minor Revision / Reject}
### 🔴 Critical Issues (must fix)
1. {Issue}: {explanation + suggestion}
2. {Issue}: {explanation + suggestion}
### 🟡 Major Concerns (should fix)
1. {Issue}: {explanation + suggestion}
2. {Issue}: {explanation + suggestion}
### 🟢 Minor Suggestions (nice to fix)
1. {Suggestion}
2. {Suggestion}
### ✅ Strengths
• {What the paper does well}
• {Another strength}
### 📊 Dimension Scores
| Dimension | Score | Comments |
|---|---|---|
| Novelty | {1-5} | {brief comment} |
| Technical Soundness | {1-5} | {brief comment} |
| Experimental Quality | {1-5} | {brief comment} |
| Clarity / Writing | {1-5} | {brief comment} |
| Related Work Coverage | {1-5} | {brief comment} |
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
💡 需要帮你修改某个部分?说 "修改引言" 或 "加强实验分析"

Sub-mode D: Rebuttal Helper

Trigger: rebuttal · 写回复 · reviewer comments · 审稿意见 · user pastes reviewer comments

Input: Reviewer comments (pasted directly into the conversation).

Steps:

  1. Parse the reviewer comments, identifying:
  • Each reviewer number (Reviewer 1, 2, 3…)
  • Each distinct concern or question within each review
  • Tone: whether the reviewer is positive, neutral, or hostile
  1. Categorize each comment:
  • 🔴 Major — directly challenges the paper's core claims
  • 🟡 Moderate — requests additional experiments or clarification
  • 🟢 Minor — asks for minor clarifications or typo fixes
  1. Draft a point-by-point rebuttal:
📝 Rebuttal Draft
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
We thank all reviewers for their careful reading and constructive feedback.
We address each concern below.
---
**Reviewer {N} — Overall: {sentiment}**
> **R{N}.1:** "{reviewer's exact concern (paraphrased)}"
**Response:**
{Draft response — factual, polite, concrete. If experiment needed: "We will add X experiment showing Y."}
> **R{N}.2:** "{next concern}"
**Response:**
{Draft response}
---
(repeat for each reviewer)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
✏️ 需要调整语气或补充实验设计?告诉我!
  1. Rebuttal writing principles to follow:
  • Never be defensive — acknowledge valid concerns directly
  • Be concrete — cite specific table/figure numbers or added experiments
  • Be concise — 3–5 sentences per response maximum
  • Distinguish — "We will add X in revision" vs. "This is already addressed in Section Y"
  • Use polite academic framing: "We appreciate the reviewer's concern…", "We agree that…", "To clarify…"

🛠️ HTML Template Usage — General Guide

This section applies to Capabilities 2, 3, and 4.

Finding the skill directory

The skill directory (where templates live) is the folder containing this SKILL.md file. Typical path: ~/.openclaw/skills/research-claw/ Templates are at: ~/.openclaw/skills/research-claw/templates/

If you cannot determine the skill directory, use exec to find it:

bash
find ~/.openclaw/skills -name "paper-note.html" 2>/dev/null | head -1

Output directory

Default: ~/.openclaw/workspace/research-claw-output/

Create if needed:

bash
mkdir -p ~/.openclaw/workspace/research-claw-output

The user can override the output directory by setting output_dir in their config.

Filling placeholders

  1. Load template with read tool
  2. In your reasoning, create a complete mapping of {{PLACEHOLDER}} → value
  3. Perform a full string replacement for every placeholder
  4. If a placeholder has no content (e.g., no code URL), use a sensible default:
  • URLs: #
  • Text: N/A or an empty string
  • Counts: 0
  1. Write the result with write tool

Never leave unfilled `{{PLACEHOLDER}}` tags in the output HTML.


⚠️ Error Handling

ErrorHandling
arXiv API returns empty resultsRetry once with broader query; if still empty, note "arXiv API temporarily unavailable"
PDF tool times outFall back to abstract-only mode; note [Abstract only — PDF timeout] in the note
PDF tool returns error for a paperTry fetching https://ar5iv.labs.arxiv.org/html/{ARXIV_ID} as HTML fallback
Config file missingUse defaults silently; add a note at end: "💡 想定制?说「更新我的研究画像」"
Reading list JSON missing or malformedStart fresh with an empty list; inform user: "未找到现有列表,已新建空列表"
Template file not foundReport the expected path and ask user to check installation
No papers in last 3 daysExtend to 7 days, note it: "(近3天论文较少,已扩展至7天)"
Fewer than 3 read papers for Idea GeneratorProceed anyway, but note the limitation
User provides PDF/DOI instead of arXivTry to extract arXiv ID from DOI or search arXiv by title

📦 Install

This skill was installed from:

https://raw.githubusercontent.com/syr-cn/ResearchClaw/main/docs/install.md

To install, tell your OpenClaw agent:

帮我安装 ResearchClaw:https://raw.githubusercontent.com/syr-cn/ResearchClaw/main/docs/install.md

🔗 Quick Reference Card

Say thisCapabilityWhat happens
推荐今日论文📡 Paper ScoutFetches and ranks today's arXiv papers
帮我读一下 [arXiv link]📝 Paper ReaderDeep reads PDF → chat summary + HTML note
加入待读 [link]📋 Reading ListAdds paper to your reading list
我的论文列表📋 Reading ListShows and regenerates HTML dashboard
标记已读 [paper]📋 Reading ListMoves paper to Done status
更新我的研究画像🧠 Research ProfileUpdates config + regenerates visual profile
给我一些研究灵感💡 Idea GeneratorCross-paper analysis → 3-5 research ideas
论文大纲 [idea]📄 Paper WriterGenerates structured paper outline
写引言 / 写方法📄 Paper WriterDrafts specific paper section
审稿 / 找弱点📄 Paper WriterAuto-reviews your draft
rebuttal [comments]📄 Paper WriterDrafts point-by-point reviewer responses

⚠️ Error Handling

ErrorHandling
arXiv API returns empty resultsRetry once with broader query; if still empty, note "arXiv API temporarily unavailable"
PDF tool times outFall back to abstract-only mode; note [Abstract only — PDF timeout] in the note
PDF tool returns error for a paperTry fetching https://ar5iv.labs.arxiv.org/html/{ARXIV_ID} as HTML fallback
Config file missingUse defaults silently; add a note at end: "💡 想定制?说「更新我的研究画像」"
Reading list JSON missing or malformedStart fresh with an empty list; inform user: "未找到现有列表,已新建空列表"
Template file not foundReport the expected path and ask user to check installation
No papers in last 3 daysExtend to 7 days, note it: "(近3天论文较少,已扩展至7天)"
Fewer than 3 read papers for Idea GeneratorProceed anyway, but note the limitation
User provides PDF/DOI instead of arXivTry to extract arXiv ID from DOI or search arXiv by title

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