# Review Response and Rebuttal Strategies

This file contains effective strategies for responding to reviewer comments and addressing reviewer concerns, extracted from successful ML conference paper rebuttals.

---

## General Rebuttal Principles

### Core Philosophy
**Source:** Analysis of successful NeurIPS/ICML rebuttals

**Key Principles:**
1. **Respectful tone**: Thank reviewers for their time
2. **Direct addressing**: Respond point-by-point to each concern
3. **Evidence-based**: Support claims with data, experiments, or citations
4. **Concise communication**: Be clear but brief
5. **No over-committing**: Only promise what can be done

### Response Structure

**Template:**
```markdown
# Response to Reviewer [Number]

Thank you for this insightful comment. We [address the concern].

[Specific response to concern].

[Additional evidence/experiments if needed].

We have revised the manuscript to clarify this point (see changes marked in blue).
```

---

## Addressing Specific Concerns

### Concern: Clarity Issues

**Strategy:**
- Acknowledge the confusion
- Clarify with revised text
- Add examples if helpful

**Template:**
```markdown
# Response to Clarity Concern

We apologize for the confusion. The original text was:

[Original unclear text]

We have revised this to:
"Revised text with clearer explanation"

We also added an example (Figure X) to illustrate this concept.
```

**Real Example:**
- **Concern:** "The algorithm description is unclear."
- **Response:** "We've rewritten Algorithm 1 with more detailed steps and added pseudocode. We also included a concrete example in Appendix B to illustrate the algorithm's execution."

### Concern: Missing Experiments

**Strategy:**
- Assess whether experiment is feasible
- If yes: add experiment and report results
- If not: explain why experiment is not essential
- Offer alternative evidence if possible

**Template:**
```markdown
# Response to Missing Experiment Request

We agree that [experiment] would strengthen the evaluation. We have:
[Option 1: Added experiment and results]
OR
[Option 2: Explained why not essential with alternative evidence]

We believe this addresses the concern while maintaining focus on our core contribution.
```

**Real Example:**
- **Concern:** "Add comparison with Method X on dataset Y."
- **Response:** "We've added results on dataset Y (Table 3). Our method outperforms Method X by 5%. We also include ablation showing our improvement comes from [feature], not just better optimization."

### Concern: Statistical Significance

**Strategy:**
- Add statistical tests if appropriate
- Report confidence intervals
- Discuss practical significance vs statistical significance
- Note sample size limitations

**Template:**
```markdown
# Response to Statistical Significance

We agree statistical testing is important. We have:
- Added paired t-test results showing significance (p<0.01)
- Included 95% confidence intervals in Figure 3
- Reported standard deviations across 5 runs
- Noted that while some differences are not statistically significant due to sample size, they are practically meaningful for [application]

We have updated Section 4.2 with these statistical details.
```

### Concern: Insufficient Baselines

**Strategy:**
- Add missing baselines if available
- Explain why certain baselines are inappropriate
- Cite reasons for exclusions with references

**Template:**
```markdown
# Response to Baseline Concern

We have added comparisons with:
- [Method A]: Added in Table 2
- [Method B]: Excluded because [reason with citation]

For Method B, while it seems related, it [specific reason why not comparable], making direct comparison inappropriate.
```

### Concern: Writing Quality

**Strategy:**
- Revise problematic text
- Fix grammatical issues
- Improve flow and clarity
- Add signposting

**Template:**
```markdown
# Response to Writing Concern

We've revised the writing to address your concerns:
- Restructured Section 3 for better flow
- Fixed typos and grammar
- Added transition sentences between paragraphs
- Clarified technical terminology

The revised manuscript has been proofread and edited for clarity.
```

### Concern: Overclaiming

**Strategy:**
- Tone down absolute statements
- Add qualifications where appropriate
- Acknowledge limitations more explicitly
- Reframe claims to match evidence

**Template:**
```markdown
# Response to Overclaiming Concern

We accept that our original claim was too strong. We have revised the text:

Original: "Our method achieves state-of-the-art on all tasks."
Revised: "Our method achieves state-of-the-art on [specific tasks] and competitive performance on [other tasks]."

We also added a Limitations section acknowledging that our method may not generalize to [condition].
```

---

## Tone and Phrasing Patterns

### Opening Statements

**Thanking:**
- "Thank you for this insightful comment."
- "We appreciate the reviewer's suggestion to..."
- "We thank the reviewer for pointing this out."

**Acknowledging Valid Points:**
- "The reviewer is right that..."
- "We agree this is a limitation."
- "This is an excellent suggestion."

### Addressing Disagreements

**Respectful Disagreement:**
- "We respectfully disagree with this assessment based on..."
- "While we understand the concern, our results suggest..."
- "We believe our approach is justified because..."

**Providing Evidence:**
- "Our experimental results (Table 3) show..."
- "As shown in Figure 4, the difference is..."
- "This is supported by prior work [Citation]."

### Making Commitments

**Full Commitments:**
- "We will add this experiment in the revised version."
- "We have added additional ablation studies in Section 5."

**Partial Commitments:**
- "We have added clarification in the appendix due to space constraints."
- "We've expanded discussion of this point in the revision."

**Declining Requests:**
- "Unfortunately, due to [constraint], we cannot add this experiment."
- "This would require substantial additional resources beyond our current scope."
- "We believe this is beyond the scope of the current paper but note it as future work."

---

## Common Rebuttal Strategies

### Strategy: Organized Response

**Structure:**
```markdown
# Summary of Changes

We thank the reviewers for their constructive feedback. In this response, we:
- [Major change 1]
- [Major change 2]
- [Improvement 3]

We believe these changes have significantly strengthened the paper.

# Response to Reviewer 1

[Point-by-point responses]

# Response to Reviewer 2

[Point-by-point responses]
```

### Strategy: Evidence-Based Arguments

**Template:**
```markdown
# Response to Technical Concern

Our approach is valid because:
1. [Reason 1 with reference/evidence]
2. [Reason 2 with data/figure]
3. [Reason 3 with theoretical justification]

This is supported by [Citation], which demonstrates that [fact].
```

### Strategy: Highlighting Improvements

**Template:**
```markdown
# Major Revisions

1. **New Experiments**: Added comparison with [method] on [dataset]
2. **New Analysis**: Included ablation study in Table 4
3. **Clarified Writing**: Rewrote Section 3 for clarity
4. **Added Limitations**: New section 5.2 acknowledging constraints

These additions strengthen our core claims about [contribution].
```

---

## Venue-Specific Considerations

### NeurIPS

**Emphasis:**
- Novelty and conceptual contribution
- Broader impact (lay summary)
- Reproducibility checklist

**Rebuttal Focus:**
- How work advances understanding
- Significance of contribution
- Ethical considerations

### ICML

**Emphasis:**
- Methodological rigor
- Theoretical contributions
- Broader impact statement

**Rebuttal Focus:**
- Soundness of methods
- Theoretical guarantees
- Practical implications

### ICLR

**Emphasis:**
- Experimental thoroughness
- Limitations acknowledgment
- LLM usage disclosure

**Rebuttal Focus:**
- Comprehensive evaluation
- Honest limitation discussion
- Transparency about methods

### ACL

**Emphasis:**
- Linguistic appropriateness
- Ethical considerations
- Clear limitations

**Rebuttal Focus:**
- Language quality and appropriateness
- Data provenance and ethics
- Practical utility

---

## Tips for Successful Rebuttals

### Before Writing

1. **Understand the concerns**: Read carefully, identify key issues
2. **Prioritize**: Address major concerns first
3. **Be realistic**: Only promise what can deliver
4. **Gather evidence**: Collect data, results, citations
5. **Coordinate**: Discuss with co-authors if applicable

### While Writing

1. **Be specific**: Reference exact sections, figures, tables
2. **Be concise**: Keep responses focused and brief
3. **Be respectful**: Thank reviewers, acknowledge good points
4. **Be confident**: Defend your work appropriately
5. **Be honest**: Acknowledge limitations, don't overpromise

### Common Mistakes to Avoid

- **Defensive tone**: Don't argue excessively
- **Vague responses**: Be specific about changes
- **Ignoring concerns**: Address every point
- **Over-promising**: Only commit to feasible additions
- **Disorganized:**
- **Poor formatting:** Use clear sections and structure
- **Rude language:** Maintain professional tone

---

## Rebuttal Examples

### Example 1: Clarity Concern

**Reviewer:** "The method description in Section 3 is unclear and hard to follow."

**Response:**
```markdown
We apologize for the confusion. We have rewritten Section 3.2 to clarify our algorithm:

**Original:** "We process the data using our method and get results."

**Revised:** "Our method consists of three stages: (1) We first normalize the input
features using [technique]. (2) We then apply our core algorithm, which iteratively [process].
(3) Finally, we post-process the outputs using [method]."

We also added Algorithm 1 with detailed steps and included a concrete example in
Appendix A. We believe this revision makes the method reproducible and clear.
```

### Example 2: Missing Baseline

**Reviewer:** "You should compare with Method X (Smith et al., 2022)."

**Response:**
```markdown
Thank you for this suggestion. We have added comparisons with Method X in our
revised manuscript:

**Results in Table 3:** Our method achieves 92% accuracy compared to Method X's
85% on dataset Y. This 7% improvement demonstrates the value of our [key innovation].

**Ablation Study:** We show in Table 4 that our improvement comes specifically from
[feature], not just better optimization.

We chose not to include Method Z because [reason with citation].
```

### Example 3: Overclaiming

**Reviewer:** "The abstract claims 'state-of-the-art' too broadly."

**Response:**
```markdown
We accept this critique. Our original claim was too broad. We have revised the
abstract:

**Original:** "Our method achieves state-of-the-art performance across all tasks."

**Revised:** "Our method achieves state-of-the-art on [specific tasks A and B] (Table 1)
and competitive performance on [other tasks C and D] (Table 2)."

We also added a Limitations section (Section 5) noting that performance may vary
across domains and tasks.
```

---

## Final Checklist

Before submitting rebuttal:

- [ ] All reviewer concerns addressed
- [ ] Responses are clear and specific
- [ ] Tone is respectful and professional
- [ ] Changes are marked in manuscript
- [ ] Evidence provided for claims
- [ ] Feasible commitments made
- [ ] Co-authors agree with responses
- [ ] Proofread for errors
- [ ] Check formatting requirements

---

## Notes

- **Learn from successful rebuttals**: Read well-received papers' reviewer exchanges
- **Practice humility**: Acknowledge mistakes, show willingness to improve
- **Focus on core contribution**: Defend your main contribution without overclaiming
- **Keep it concise**: Reviewers are busy; be respectful of their time

**Updates:** This file is periodically updated with new strategies and examples from successful rebuttals.
