peer-review

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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.

ChicagoHAI By ChicagoHAI schedule Updated 1/20/2026

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

Criterion Question Rating
Clarity Does title clearly convey the contribution? [ ] Pass [ ] Needs work
Accuracy Does title accurately reflect content? [ ] Pass [ ] Needs work
Self-contained Can abstract be understood alone? [ ] Pass [ ] Needs work
Complete Does abstract cover problem, method, results? [ ] Pass [ ] Needs work
Concise Is abstract appropriately brief (150-250 words)? [ ] Pass [ ] Needs work

Introduction

Criterion Question Rating
Motivation Is the problem motivation clear and compelling? [ ] Pass [ ] Needs work
Gap Is the research gap clearly identified? [ ] Pass [ ] Needs work
Contributions Are contributions clearly stated? [ ] Pass [ ] Needs work
Scope Is the scope appropriate? [ ] Pass [ ] Needs work
Organization Is paper organization previewed? [ ] Pass [ ] Needs work

Related Work

Criterion Question Rating
Coverage Are relevant papers cited? [ ] Pass [ ] Needs work
Organization Is related work logically organized? [ ] Pass [ ] Needs work
Positioning Is this work positioned vs. prior work? [ ] Pass [ ] Needs work
Fairness Is prior work fairly characterized? [ ] Pass [ ] Needs work
Recency Are recent papers included? [ ] Pass [ ] Needs work

Method

Criterion Question Rating
Clarity Is the method clearly explained? [ ] Pass [ ] Needs work
Reproducibility Could someone reproduce this? [ ] Pass [ ] Needs work
Justification Are design choices justified? [ ] Pass [ ] Needs work
Completeness Are all components described? [ ] Pass [ ] Needs work
Formalism Is notation clear and consistent? [ ] Pass [ ] Needs work

Experiments

Criterion Question Rating
Setup Is experimental setup complete? [ ] Pass [ ] Needs work
Baselines Are baselines appropriate and fair? [ ] Pass [ ] Needs work
Datasets Are datasets appropriate? [ ] Pass [ ] Needs work
Metrics Are metrics appropriate and justified? [ ] Pass [ ] Needs work
Significance Is statistical significance reported? [ ] Pass [ ] Needs work
Analysis Is there analysis beyond raw numbers? [ ] Pass [ ] Needs work
Ablations Are ablation studies included? [ ] Pass [ ] Needs work

Discussion and Conclusion

Criterion Question Rating
Limitations Are limitations honestly discussed? [ ] Pass [ ] Needs work
Implications Are broader implications considered? [ ] Pass [ ] Needs work
Future work Is future work mentioned? [ ] Pass [ ] Needs work
Summary Does conclusion summarize key findings? [ ] Pass [ ] Needs work

Presentation

Criterion Question Rating
Writing Is the writing clear and grammatical? [ ] Pass [ ] Needs work
Figures Are figures clear and informative? [ ] Pass [ ] Needs work
Tables Are tables well-formatted? [ ] Pass [ ] Needs work
Captions Are captions self-contained? [ ] Pass [ ] Needs work
Length Is 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
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