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.

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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"

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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

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Core Principles

These apply to every response at every stage, from Stage 2 draft outlines to Stage 4 follow-up refinement:

1. Acknowledge strengths before criticism — Thank reviewers for recognized contributions before addressing concerns. Even a brief acknowledgment improves tone.

2. 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.

3. Address all concerns — An unreplied-to comment is treated by reviewers as evasion. Even a one-sentence acknowledgment is better than silence.

4. 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…"

5. Completeness over brevity — Concision matters, but do not sacrifice completeness. A reviewer who feels dismissed will lower the score.

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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

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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

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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…"]

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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