AgentSkillsCN

peer-review

采用分章节检查表与建设性反馈进行结构化稿件评审。适用于在投稿前审阅论文、向同事提供反馈,或准备审稿人回复时使用。

SKILL.md
--- frontmatter
name: peer-review
description: Conduct structured manuscript reviews with section-by-section checklists and constructive feedback. Use when reviewing papers before submission, providing feedback to colleagues, or preparing reviewer responses.

Peer Review

Structured framework for reviewing academic manuscripts.

When to Use

  • Reviewing own paper before submission
  • Providing feedback to colleagues
  • Serving as conference/journal reviewer
  • Preparing author response to reviews
  • Self-assessment of draft quality

Review Framework

Overall Assessment First

Before detailed review, form initial impressions:

  1. Contribution: What is the main contribution?
  2. Significance: How important is this for the field?
  3. Novelty: What is new compared to prior work?
  4. Soundness: Are the claims supported by evidence?
  5. Clarity: Is the paper well-written?

Section-by-Section Review

Title and Abstract

CriterionQuestionRating
ClarityDoes title clearly convey the contribution?[ ] Pass [ ] Needs work
AccuracyDoes title accurately reflect content?[ ] Pass [ ] Needs work
Self-containedCan abstract be understood alone?[ ] Pass [ ] Needs work
CompleteDoes abstract cover problem, method, results?[ ] Pass [ ] Needs work
ConciseIs abstract appropriately brief (150-250 words)?[ ] Pass [ ] Needs work

Introduction

CriterionQuestionRating
MotivationIs the problem motivation clear and compelling?[ ] Pass [ ] Needs work
GapIs the research gap clearly identified?[ ] Pass [ ] Needs work
ContributionsAre contributions clearly stated?[ ] Pass [ ] Needs work
ScopeIs the scope appropriate?[ ] Pass [ ] Needs work
OrganizationIs paper organization previewed?[ ] Pass [ ] Needs work

Related Work

CriterionQuestionRating
CoverageAre relevant papers cited?[ ] Pass [ ] Needs work
OrganizationIs related work logically organized?[ ] Pass [ ] Needs work
PositioningIs this work positioned vs. prior work?[ ] Pass [ ] Needs work
FairnessIs prior work fairly characterized?[ ] Pass [ ] Needs work
RecencyAre recent papers included?[ ] Pass [ ] Needs work

Method

CriterionQuestionRating
ClarityIs the method clearly explained?[ ] Pass [ ] Needs work
ReproducibilityCould someone reproduce this?[ ] Pass [ ] Needs work
JustificationAre design choices justified?[ ] Pass [ ] Needs work
CompletenessAre all components described?[ ] Pass [ ] Needs work
FormalismIs notation clear and consistent?[ ] Pass [ ] Needs work

Experiments

CriterionQuestionRating
SetupIs experimental setup complete?[ ] Pass [ ] Needs work
BaselinesAre baselines appropriate and fair?[ ] Pass [ ] Needs work
DatasetsAre datasets appropriate?[ ] Pass [ ] Needs work
MetricsAre metrics appropriate and justified?[ ] Pass [ ] Needs work
SignificanceIs statistical significance reported?[ ] Pass [ ] Needs work
AnalysisIs there analysis beyond raw numbers?[ ] Pass [ ] Needs work
AblationsAre ablation studies included?[ ] Pass [ ] Needs work

Discussion and Conclusion

CriterionQuestionRating
LimitationsAre limitations honestly discussed?[ ] Pass [ ] Needs work
ImplicationsAre broader implications considered?[ ] Pass [ ] Needs work
Future workIs future work mentioned?[ ] Pass [ ] Needs work
SummaryDoes conclusion summarize key findings?[ ] Pass [ ] Needs work

Presentation

CriterionQuestionRating
WritingIs the writing clear and grammatical?[ ] Pass [ ] Needs work
FiguresAre figures clear and informative?[ ] Pass [ ] Needs work
TablesAre tables well-formatted?[ ] Pass [ ] Needs work
CaptionsAre captions self-contained?[ ] Pass [ ] Needs work
LengthIs paper appropriate length?[ ] Pass [ ] Needs work

Review Template

Summary

[2-3 sentences summarizing the paper's contribution]

Strengths

  • [Strength 1]
  • [Strength 2]
  • [Strength 3]

Weaknesses

  • [Weakness 1]
  • [Weakness 2]
  • [Weakness 3]

Detailed Comments

Major Issues

[Issues that must be addressed for acceptance]

  1. [Issue title]
    • Location: [Section/page]
    • Problem: [Description]
    • Suggestion: [How to address]

Minor Issues

[Issues that would improve the paper but aren't critical]

  1. [Issue and suggestion]
  2. [Issue and suggestion]

Questions for Authors

  1. [Question 1]
  2. [Question 2]

Recommendation

[ ] Accept [ ] Minor revisions [ ] Major revisions [ ] Reject

Confidence

[ ] High - I am an expert in this area [ ] Medium - I am familiar with this area [ ] Low - This is outside my expertise

Constructive Feedback Principles

Do

  • Be specific about problems
  • Suggest solutions when possible
  • Acknowledge strengths
  • Separate major from minor issues
  • Explain reasoning
  • Be professional and respectful

Don't

  • Be vague ("this is unclear")
  • Be dismissive
  • Focus only on negatives
  • Request unreasonable changes
  • Let personal preferences bias review
  • Be unprofessional

Phrasing Guide

Instead of...Try...
"This is wrong""I believe this may be incorrect because..."
"Poorly written""The writing could be clearer in section X"
"Missing citations""Consider citing [specific area/papers]"
"Not novel""The novelty over [prior work] isn't clear"
"Weak experiments""The experimental evaluation could be strengthened by..."

Quality Checklist

Before finalizing review:

  • Summary accurately reflects paper
  • All major issues identified
  • Issues are specific and actionable
  • Suggestions for improvement provided
  • Strengths acknowledged
  • Tone is constructive and professional
  • Recommendation matches the review content
  • No confidential information disclosed

References

See references/ folder for:

  • review_checklist.md: Detailed checklist by paper type