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Multi-stage rebuttal analysis skill for RebuttalStudio.
Passed 11 of 23 test cases with the skill, and 9 of 23 without it.
and 2 more in the full report
5 fixed6 passed either way9 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
Please run the Stage 3 compilation workflow on our drafted rebuttal paragraphs for Reviewers 1 through 3.
| Checked | Without skill | With skill |
|---|---|---|
| Stops to request the missing stage specification before generating output. | Missed | Passed |
The instructions your model reads when the skill loads.
Follow this dispatcher structure:
stage1, stage2, stage4, or stage5).stage1 and stage2, apply the stage template first, then select conference-specific extension.stage1/template/SKILL.md: Shared Stage 1 breakdown template. Apply before conference overrides.stage1/iclr/SKILL.md: Convert raw reviewer feedback into a structured breakdown for rebuttal drafting.stage1/icml/SKILL.md: Convert raw reviewer feedback into a structured breakdown for rebuttal drafting (ICML mapping).stage2/template/SKILL.md: Shared Stage 2 refine template. Apply before conference overrides.stage2/iclr/SKILL.md: Refine Stage2 outline drafts into reviewer-facing rebuttal prose.stage2/icml/SKILL.md: Refine Stage2 outline drafts into reviewer-facing rebuttal prose (ICML labeling).stage4/condense/SKILL.md: Condense Stage 3 combined discussion into reusable markdown context.stage4/refine/SKILL.md: Refine follow-up response using condensed context + follow-up question + user draft.stage5/final-remarks/SKILL.md: Fill Stage 5 final remarks template from all reviewers' condensed markdown context.polish/SKILL.md: Polish (rephrase) a rebuttal message template for clarity and professionalism while preserving the original structure, tone, and intent.These skills apply across multiple stages and provide strategic, stylistic, and quality guidance:
utility/stage/review-response/SKILL.md: Comment classification (Major/Minor/Misunderstanding/Typo) and response strategy selection (Accept/Defend/Clarify/Experiment). Use when planning how to respond to any reviewer concern.utility/stage/writing-anti-ai/SKILL.md: Remove AI-generated writing patterns from rebuttal prose. Use after Stage 2 refinement or Stage 4 follow-up when text reads formulaic or robotic.utility/stage/text-condense/SKILL.md: Condense selected rebuttal prose into fewer words without changing meaning. Use when a paragraph is too long but the technical content should stay intact.utility/stage/rebuttal-self-review/SKILL.md: Pre-submission quality checklist covering coverage, tone, factual accuracy, structure, and clarity. Use after Stage 3 compilation or Stage 5 final remarks.utility/stage/citation-verification/SKILL.md: Verification workflow for any new citation added during rebuttal writing. Use when LLM-suggested references appear in Stage 2 drafts.If a requested stage/conference does not exist, stop and ask for missing spec before inventing format. When adding a new conference for Stage 1 or Stage 2, extend the stage template and edit only conference-specific differences.
test cases passed, vs 9 / 23 without
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