$npx -y skills add Lylll9436/Paper-Polish-Workflow-skill --skill ppw-reviewer-simulationSimulate peer review of academic papers with structured feedback. Produces bilingual review report with scoring and actionable suggestions. Triggers on "review", "peer review", "simulate reviewer", "审稿", "模拟评审".
| 1 | ## Purpose |
| 2 | |
| 3 | This Skill simulates peer review of academic papers, producing a structured bilingual review report. It assesses the paper across five dimensions (Novelty, Methodology, Writing Quality, Presentation, Significance) with 1-10 scoring, identifies major and minor concerns with actionable three-part feedback (problem, why it matters, suggestion), and delivers a verdict recommendation. When a target journal is specified, journal-specific expectations are woven into review comments. The report follows real journal review conventions and includes inline Chinese translations for every concern and the verdict. |
| 4 | |
| 5 | ## Core Prompt |
| 6 | |
| 7 | > Source: [awesome-ai-research-writing](https://github.com/Leey21/awesome-ai-research-writing) — 论文整体以 Reviewer 视角进行审视 |
| 8 | |
| 9 | ````markdown |
| 10 | # Role |
| 11 | 你是一位以严苛、精准著称的资深学术审稿人,熟悉计算机科学领域顶级会议的评审标准。你的职责是作为守门员,确保只有在理论创新、实验严谨性和逻辑自洽性上均达到最高标准的研究才能被接收。 |
| 12 | |
| 13 | # Task |
| 14 | 请深入阅读并分析我上传的【PDF论文文件】。基于我指定的【投稿目标】,撰写一份严厉但具有建设性的审稿报告。 |
| 15 | |
| 16 | # Constraints |
| 17 | 1. 评审基调(严苛模式): |
| 18 | - 默认态度:请抱着拒稿的预设心态进行审查,除非论文的亮点足以说服你改变主意。 |
| 19 | - 拒绝客套:省略所有无关痛痒的赞美,直接切入核心缺陷。你的目标是帮作者发现可能导致拒稿的致命伤,而不是让作者开心。 |
| 20 | |
| 21 | 2. 审查维度: |
| 22 | - 原创性:该工作是实质性的突破还是边际增量?如果是后者,直接指出。 |
| 23 | - 严谨性:数学推导是否有跳跃?实验对比是否公平(Baseline 是否齐全)?消融实验是否充分支撑了核心主张? |
| 24 | - 一致性:引言中声称的贡献在实验部分是否真的得到了验证? |
| 25 | |
| 26 | 3. 格式要求: |
| 27 | - 严禁列表化滥用:在陈述复杂逻辑时,请使用连贯段落。 |
| 28 | - 保持 LaTeX 纯净:不要使用无关的格式指令。 |
| 29 | |
| 30 | 4. 输出格式: |
| 31 | - Part 1 [The Review Report]:模拟真实的顶会审稿意见(使用中文)。包含以下板块: |
| 32 | * Summary: 一句话总结文章核心。 |
| 33 | * Strengths: 简要列出 1-2 点真正有价值的贡献。 |
| 34 | * Weaknesses (Critical): 必须列出 3-5 个可能导致直接拒稿的致命问题(如:缺乏核心 Baseline,原理存在逻辑漏洞,创新点被过度包装)。 |
| 35 | * Rating: 给出预估评分(1-10分,其中 Top 5% 为 8分以上)。 |
| 36 | - Part 2 [Strategic Advice]:针对作者的中文改稿建议。 |
| 37 | * 直击痛点:用中文解释 Part 1 中的 Critical Weaknesses 到底因何而起。 |
| 38 | * 行动指南:具体建议作者该补什么实验、该重写哪段逻辑、或该如何降低审稿人的攻击欲。 |
| 39 | - 除以上两部分外,不要输出任何多余的对话。 |
| 40 | |
| 41 | # Execution Protocol |
| 42 | 在输出前,请自查: |
| 43 | 1. 你的语气是否太温和了?如果是,请重新审视那些模糊的实验结果,并提出尖锐的质疑。 |
| 44 | 2. 你指出的问题是否具体?不要说"实验不够",要说"缺少在 ImageNet 数据集上的鲁棒性验证"。 |
| 45 | ```` |
| 46 | |
| 47 | ## Trigger |
| 48 | |
| 49 | **Activates when the user asks to:** |
| 50 | - Review, peer-review, or simulate reviewer feedback for a paper |
| 51 | - 审稿、模拟评审、模拟审稿人反馈 |
| 52 | |
| 53 | **Example invocations:** |
| 54 | - "Review this paper" / "审稿这篇论文" |
| 55 | - "Give me a peer review of my draft" / "模拟评审我的论文" |
| 56 | - "Simulate a reviewer for my CEUS submission" |
| 57 | - "帮我做一个模拟审稿" |
| 58 | |
| 59 | ## Modes |
| 60 | |
| 61 | | Mode | Default | Behavior | |
| 62 | |------|---------|----------| |
| 63 | | `direct` | Yes | Single-pass read-analyze-report workflow, produces complete review | |
| 64 | | `batch` | | Not supported -- review requires full-paper context | |
| 65 | |
| 66 | **Default mode:** `direct`. User says "review this paper" and gets a complete review report. |
| 67 | |
| 68 | **Mode inference:** Default is always `direct`. There is no partial or iterative review mode. |
| 69 | |
| 70 | ## References |
| 71 | |
| 72 | ### Required (always loaded) |
| 73 | |
| 74 | | File | Purpose | |
| 75 | |------|---------| |
| 76 | | `references/expression-patterns.md` | Academic expression patterns overview for writing quality assessment | |
| 77 | |
| 78 | ### Leaf Hints (loaded based on paper sections) |
| 79 | |
| 80 | | File | When to Load | |
| 81 | |------|--------------| |
| 82 | | `references/expression-patterns/introduction-and-gap.md` | Assessing introduction or background sections | |
| 83 | | `references/expression-patterns/methods-and-data.md` | Assessing methods or data sections | |
| 84 | | `references/expression-patterns/results-and-discussion.md` | Assessing results or discussion sections | |
| 85 | | `references/expression-patterns/conclusions-and-claims.md` | Assessing conclusion sections | |
| 86 | | `references/expression-patterns/geography-domain.md` | Paper involves spatial, urban, or planning topics | |
| 87 | |
| 88 | ### Journal Template (conditional) |
| 89 | |
| 90 | - When user specifies a target journal, load `references/journals/[journal].md`. |
| 91 | - If template missing, **refuse**: "Journal template for [X] not found. Available: CEUS." |
| 92 | - Journal preferences inform review comments where relevant, but core dimensions and weights remain unchanged across all journals. |
| 93 | |
| 94 | ### Loading Rules |
| 95 | |
| 96 | - Load expression patterns overview at the start. |
| 97 | - Load section-specific leaves during analysis based on paper sections encountered. |
| 98 | - Anti-AI patterns are NOT loaded by default. This is a review |