By name: review-response description: Systematic review response strategy guide for RebuttalStudio. Use when developing response strategies for reviewer comments, deciding how to classify concerns, or choosing between Accept/Defend/Clarify/Experiment approaches at any stage of the rebuttal pipeline. tags: [Rebuttal, Strategy, Review, Academic] version: 1.0.0 source: Adapted from Claude Scholar (https://github.com/Galaxy-Dawn/claude-scholar), skills/review-response/SKILL.md
Review Response Strategy Guide
RebuttalStudio Utility — Stage-General This skill applies across the full 5-stage rebuttal pipeline. It provides strategic guidance for classifying reviewer comments and choosing response approaches, complementing the stage-specific breakdown and refinement skills.
A systematic framework for analyzing reviewer comments and developing high-quality, professionally grounded rebuttal responses.
Comment Classification
Every reviewer comment belongs to one of four types. Identify the type before selecting a strategy.
| Type | Description | Examples |
|---|---|---|
| Major | Core scientific or methodological concerns that affect the paper's conclusions | "The baseline comparison is unfair", "The claims are unsupported by experiments" |
| Minor | Peripheral concerns about presentation, wording, or supplementary experiments | "Figure 3 is hard to read", "Missing ablation on X" |
| Misunderstanding | Reviewer has misread or misinterpreted the paper | "The authors do not compare with Y" (but Y is in Table 2) |
| Typo / Clarity | Factual errors, grammar, or unclear exposition | "Definition 2 appears to be incorrect", "Section 3 is confusing" |
Response Strategies
After classification, select the appropriate response strategy:
| Strategy | When to Use | Core Approach |
|---|---|---|
| Accept | Reviewer is correct; the concern is valid | Acknowledge explicitly, describe the change made, point to location |
| Defend | Reviewer's concern is based on a valid scientific disagreement | Provide evidence, cite prior work, offer additional data if available |
| Clarify | Reviewer has a misunderstanding that the paper actually addresses | Quote the relevant section, explain why the concern does not apply |
| Experiment | Reviewer requests additional empirical validation | Describe the experiment, provide preliminary results if possible |
Core Principles
These apply to every response at every stage, from Stage 2 draft outlines to Stage 4 follow-up refinement:
Acknowledge strengths before criticism — Thank reviewers for recognized contributions before addressing concerns. Even a brief acknowledgment improves tone.
Anchor to evidence — Every claim in a response must be backed by: a paper section, a result in the supplementary, a cited prior work, or a new experiment. Do not assert without grounding.
Address all concerns — An unreplied-to comment is treated by reviewers as evasion. Even a one-sentence acknowledgment is better than silence.
No defensive language — Phrases like "the reviewer is incorrect" or "this criticism is unfounded" damage tone. Prefer collaborative phrasing: "We believe this may stem from…", "To clarify our intent…"
Completeness over brevity — Concision matters, but do not sacrifice completeness. A reviewer who feels dismissed will lower the score.
Success Factors (from ICLR Spotlight Paper Analysis)
Key lessons distilled from analyzing accepted papers' rebuttals:
1. Acknowledge Strengths, Respond Positively to Criticism
- Even spotlight papers receive constructive criticism
- Reviewers are more receptive when they feel their positive observations were noted
- Strategy: Lead with appreciation, then address each concern specifically
2. Provide Clarity and Intuitive Understanding
- High-quality work can still have presentation gaps
- Reviewers with different backgrounds may need extra scaffolding
- Strategy: Expand explanations inline, move heavy derivations to appendix, add step-by-step walkthroughs where missing
3. Thorough Justification of Experimental Choices
- Reviewers may question design decisions that seem obvious to the authors
- Alternative metrics and ablations demonstrate rigor
- Strategy: Justify each major choice; offer to add ablations if feasible within the rebuttal period
4. Address Ethics and Limitations Proactively
- Especially important for sensitive application areas
- Unaddressed limitations signal incomplete scholarship
- Strategy: If a reviewer raises an ethical concern, respond directly with the paper's safeguards or discuss as a known limitation
5. Emphasize Practical Value and Scalability
- Reviewers respond well to practical impact framing
- Show that the contribution generalizes beyond the specific setting tested
- Strategy: Add one or two sentences about broader applicability if not already present in the paper
Integration with RebuttalStudio Stages
| Stage | How to Use This Skill |
|---|---|
| Stage 1 — Breakdown | After receiving reviewer text, apply the classification table to categorize each atomic issue before writing titles |
| Stage 2 — Reply | Use the Accept/Defend/Clarify/Experiment framework when drafting outlines; choose the strategy that matches each issue type |
| Stage 4 — Multi-Round | Re-apply classification to follow-up comments; use "Clarify" or "Experiment" strategy for reviewer persistence |
| Stage 5 — Final Remarks | Summarize the response strategies used for each reviewer in the final remarks |
Rebuttal Structure Template
For a well-structured per-reviewer rebuttal block:
We thank Reviewer [X] for their thoughtful and constructive feedback.
**Response to [Issue Title]**
> "[quoted reviewer comment]"
[Strategy: Accept / Defend / Clarify / Experiment]
[Response body: acknowledgment → direct answer → evidence → forward-looking note]
**Changes made**: [Section X, paragraph Y; or "no change needed because…"]
Adapted from Claude Scholar's review-response skill by gaoruizhang. Original: https://github.com/Galaxy-Dawn/claude-scholar/blob/main/skills/review-response/SKILL.md