gabrielmoreira Paper Rebuttal
A systematic approach to writing rebuttals after receiving peer review feedback. The goal is not to defend every point — it's to move scores by addressing the concerns that actually drive them.
When to Use This Skill
- User received reviewer comments and needs to write a rebuttal
- User asks how to respond to specific reviewer criticism
- User wants to analyze reviews strategically before responding
- User mentions "rebuttal", "reviewer comments", "review feedback", "respond to reviewers"
For pre-submission self-review and catching weaknesses before they become reviewer complaints, use the
paper-reviewskill.
Step 1: Diagnose Reviews
Before writing a single word, answer: "Why did this reviewer give this exact score?" Not what they wrote — what drove the score. Most researchers skip this and address every comment equally. That is a mistake.
Score Diagnosis
For each reviewer, ask: "What would move this reviewer from their current score to acceptance?"
| Score Range | Typical Situation | Your Strategy |
|---|---|---|
| 7+ | Already your champion | Arm them with ammunition for the discussion phase |
| 5-6 | On the fence, 1-2 concerns holding them back | Identify and resolve those specific concerns |
| 3-4 | Fundamental objection | Determine if the objection is addressable; if not, focus elsewhere |
Color-Code Every Comment
Read through each review and mark every comment:
| Color | Meaning | Action | Budget |
|---|---|---|---|
| Red | Score-driving concern — this is why the score is low | Address first, maximum effort and evidence | 60% |
| Orange | Addressable concern — can be resolved | Respond with concrete data or revision | 30% |
| Gray | Minor or cosmetic | Acknowledge briefly, confirm fix | 10% |
| Green | Positive comment or praise | Note as ammunition for your champion | — |
Identify the Invisible Question
Behind every reviewer comment is an unspoken question. A comment like "The baselines are outdated" really asks: "Is this method actually competitive with current approaches?" Address the invisible question, not just the surface request.
Step 2: Plan Response Strategy
Categorize Every Concern
| Category | Response Strategy |
|---|---|
| Misunderstanding | Clarify with specific references to the paper; restate the key point |
| Missing experiment | Provide the experiment inline if feasible; otherwise explain constraints honestly |
| Missing baseline | Add comparison or explain precisely why the baseline is not applicable |
| Writing clarity | Acknowledge and provide revised text in the rebuttal |
| Fundamental concern | Address directly with technical arguments AND additional evidence |
| Minor issue | Thank the reviewer and confirm the fix |
Identify Common Themes
If multiple reviewers raise the same concern, it's almost certainly a real weakness. Consolidate these into a "Common Response" section — this saves word count and demonstrates that you understand the pattern.
Distinguish Actionable vs. Subjective
- Actionable: "Missing comparison with Method X" — you can do this
- Subjective: "The novelty is limited" — harder to address, but can be reframed with evidence
The Champion Strategy
Your rebuttal's real audience is not the negative reviewer — it's the positive one.
Your champion argues on your behalf in the AC discussion, often using your exact words. Write your rebuttal to arm them:
- Make key arguments copy-pasteable — your champion will quote you directly
- Highlight where reviewers agree with each other — consensus strengthens the champion's position
- Flag contradictions between reviewers — if R1 says "limited novelty" but R2 says "interesting approach," your champion can use this
- Lead with strengths before weaknesses — remind the AC what your paper does well
See references/rebuttal-tactics.md for the full 18 tactical rules.
Step 3: Write the Rebuttal
Structure
- Opening: One line thanking reviewers (keep it short)
- Common concerns: Address issues raised by multiple reviewers first — these are highest priority
- Per-reviewer responses: Address remaining concerns in priority order (red → orange → gray), NOT in the order the reviewer wrote them
Per-Concern Format
For each concern, follow this three-part structure:
- Acknowledge: Show you understand the concern (one sentence)
- Respond: Provide your answer — evidence, clarification, new experiment results
- Action: State what you changed in the revision (specific section/table/figure)
Use a fillable template at assets/rebuttal-template.md.
The Neutral Third-Party Test
Before submitting, have someone who hasn't read your paper read only the reviews and your rebuttal. Ask: "Can you tell whether the concerns were addressed?" If not, rewrite.
Counterintuitive Rebuttal Principles
Submit a rebuttal even with extreme scores. A paper with scores of 3/8/8 has better odds than you think. The negative reviewer may realize they are an outlier during discussion. But only if you submit a rebuttal — without one, the AC has nothing to work with.
Concede something small, win something big. Acknowledging a minor weakness ("We agree that Table 2 could include dataset X for completeness") makes your defense of major points more credible. Pure defense with zero concession reads as unobjective.
One new experiment beats three paragraphs of explanation. Reviewers are trained to be skeptical of arguments. They are not trained to be skeptical of data. A small new experiment that directly addresses a concern is worth more than any amount of reasoning.
The best rebuttal is written before submission. Draft responses to likely attacks while writing the paper ("prebuttal"). Two benefits: you often realize the attack is valid and fix the paper, and if the attack comes, you have a polished response ready.
Don't defend every point equally. Equal effort signals you don't know which points matter. Allocate your word budget according to the color-coding: 60% red, 30% orange, 10% gray. Reviewers notice when you nail the big issues.
Common Reviewer Concerns
Prepare responses for these frequent concerns. Having a prepared response doesn't mean copying it verbatim — adapt to your specific paper and the reviewer's specific framing.
| Common Concern | Response Strategy |
|---|---|
| "Limited novelty" | Articulate the specific insight; show what prior work cannot do; narrow and sharpen the claim |
| "Marginal improvement" | Emphasize other advantages (speed, generalizability, simplicity); add challenging test cases |
| "Missing ablations" | Provide the ablation table inline in the rebuttal |
| "Missing baselines" | Add the comparison or explain precisely why it's not applicable |
| "Not reproducible" | Add implementation details; commit to code release with a specific timeline |
| "Limited evaluation" | Add diverse datasets or metrics; if infeasible, explain resource constraints honestly |
| "No limitation discussed" | Add a limitation section in the revision; acknowledge this was an oversight |
| "Overclaimed results" | Weaken specific claims to match evidence; show the revised wording |
| "Unfair comparison" | Use standard evaluation protocols; add commonly reported baselines |
| "Method is engineering, not research" | Identify the scientific insight behind the design; explain why the choice is non-obvious |
| "Metrics don't match claims" | Align each claim with a specific metric; add the missing metric if feasible |
| "Related work incomplete" | Add the missing references; explain the relationship to your work |
Need to run new experiments for the rebuttal? Use the
experiment-craftskill for targeted debugging, orexperiment-pipelinefor a full new experiment stage.
Handoff from Paper Review
This skill picks up where paper-review leaves off. If you used paper-review before submission, these artifacts are especially useful for rebuttal:
| Artifact from paper-review | How It Helps Rebuttal |
|---|---|
| Reject-first simulation | You've already anticipated likely attacks |
| Claim-evidence audit table | Quickly verify whether a reviewer's concern about unsupported claims is valid |
| Prebuttal drafts (Phase 6) | Ready-made response templates for common criticisms |
| Trust scorecard | Identifies weaknesses you can proactively concede |
Reference Navigation
| Topic | Reference File | When to Use |
|---|---|---|
| 18 tactical rules | rebuttal-tactics.md | Detailed writing guidance for structure, content, tone |
| Rebuttal template | rebuttal-template.md | Starting a new rebuttal document |