Review Response

Usage Steps

1. Provide reviewer comments - Share the reviewer comments text or file with Claude
2. Analysis and classification - Claude automatically parses and classifies the comments
3. Strategy recommendations - Receive response strategy suggestions for each comment
4. Write rebuttal - Generate a structured rebuttal document based on the strategy
5. Optimize tone - Review and optimize the professionalism and politeness of responses

Core Principles

• Professionalism - Maintain an academically professional tone and expression
• Respectfulness - Respect the reviewers' opinions and time
• Evidence-based - Support every response with sufficient reasoning and evidence
• Completeness - Ensure all reviewer comments receive a response

Success Factors (Based on ICLR Spotlight Paper Analysis)

Key lessons extracted from successful rebuttal cases:

1. Acknowledge Strengths, Respond Positively to Criticism

• Reviewers will first acknowledge the paper's strengths (novelty, impact, practical applicability)
• Even spotlight papers receive constructive criticism
• Strategy: Thank reviewers for acknowledged strengths first, then address criticism specifically

2. Provide Clarity and Intuitive Understanding

• Even high-quality papers may have clarity issues
• Need to provide intuition and detailed explanations for readers with different backgrounds
• Strategy: Expand key sections, move technical details to appendix, add step-by-step walkthroughs

3. Thorough Justification of Experimental Setup

• Need to justify experimental setup choices
• Consider and discuss alternative metrics
• Provide comprehensive experiments to support claims
• Strategy: Add ablation studies, explain why specific experimental setups were chosen

4. Emphasis on Ethical Considerations

• For research involving privacy, security, and other sensitive topics, ethical considerations are crucial
• Reviewers pay special attention to ethical implications
• Strategy: Proactively discuss ethical considerations, even if reviewers don't explicitly request it

5. Highlight Practical Application Value

• Reviewers value practical applicability and scalability of methods
• "Easily applicable" and "scalable" are important strengths
• Strategy: Emphasize practical benefits and scalability in the rebuttal

Integration with paper-miner global writing memory

When the rebuttal task involves:

• tone calibration,
• rebuttal phrasing,
• clarification language,
• structuring multi-point responses,
• or learning from strong prior paper/review writing,

read this file before drafting:

• ~/.claude/skills/ml-paper-writing/references/knowledge/paper-miner-writing-memory.md

Default read order for rebuttal work

1. reviewer comments and paper context
2. paper-miner-writing-memory.md
3. references/response-strategies.md
4. references/rebuttal-templates.md
5. references/tone-guidelines.md

Read narrowly:

• start with How this helps our writing,
• then inspect Reusable phrasing,
• then inspect Venue-specific signals if the rebuttal is venue-sensitive,
• use Writing patterns mined only when the response needs stronger rhetorical structure.

Do not quote the memory mechanically. Use it to improve structure, clarity, restraint, and professionalism.

Reference Documents

For detailed guides, refer to:

• references/review-classification.md - Review comment classification criteria
• references/response-strategies.md - Response strategy library
• references/rebuttal-templates.md - Rebuttal templates and examples
• references/tone-guidelines.md - Tone and expression guidelines

Related Tools

• Agent: rebuttal-writer - Dedicated agent for rebuttal writing and optimization
• Command: /rebuttal <review_file> - Quick-start the rebuttal workflow