A structured AI skill for generating academic rebuttals to peer review. Designed for AI coding assistants (OpenCode, Claude Code, Gemini CLI) to produce rigorous, evidence-grounded author responses for venues like NeurIPS, ICML, ACL, and CVPR.
Two-Stage Workflow
- Stage 1 – Triage & Experiment Planning: Parses reviews into atomic concerns, infers underlying reviewer intent, classifies severity (FATAL → MINOR), and produces a prioritized P0–P3 experiment plan — not an unranked wishlist.
- Stage 2 – Rebuttal Drafting: Runs after author results arrive. Validates evidence against claimed concerns, drafts responses using a "Direct Answer → Evidence → Revision" structure, and produces a concrete manuscript revision list.
Rebuttal vs. Resubmission Gate (Stage 0)
- Assesses whether rebuttal is worthwhile (
PROMISING/BORDERLINE/LOW EXPECTED RETURN). - For low-return cases, provides a detailed resubmission roadmap with rejection diagnosis, revision backlog, and next-submission experiment plan.
Response Patterns
- Templates for: correcting misunderstandings, acknowledging limitations, reporting experiments, novelty defense, missing baselines, statistical reliability, score-text mismatch, and more.
Five Output Modes
TRIAGE_AND_EXPERIMENT_PLAN— before results are availableRESULT_INTEGRATION— after partial results arriveFULL_REBUTTAL— complete rebuttal with opening summary and revision listRESUBMISSION_PLAN— when rebuttal has low expected returnQUALITY_REVIEW— audit an existing rebuttal draft
Evidence Integrity
- Strictly prohibits fabricating values, presenting planned work as completed, or hiding negative results. Uses visible placeholders for missing information.
This is a skill definition, not a standalone application. Load it in any AI coding assistant that supports skills, then provide your paper's reviews:
Analyze this paper's reviews before drafting a rebuttal.
Venue and score scale: [venue, scale, borderline if known]
Deadline and resources: [time remaining, compute, author bandwidth]
Abstract: [abstract]
Reviews, scores, and confidences: [reviews]
First assess rebuttal viability. Infer the underlying concern behind every
review comment and visibly flag uncertain interpretations. Then produce a
prioritized P0-P3 experiment and analysis plan...
| Stage 1 | Stage 2 (additional) |
|---|---|
| Paper abstract | Completed experiment results |
| All review texts | Exact experimental settings |
| Reviewer scores | Verified manuscript locations |
| Venue & score scale | Changes authors are willing to make |
| Deadline / time remaining | Claims authors are willing to narrow |
| Available compute & bandwidth |