Stage 1 · ICML Breakdown Skill (Template Extension)

SkillDev tools

Break down full ICML reviewer responses into structured rebuttal units. Use when input contains reviewer summary/presentation/contribution/strength/weakness/question text and the goal is to split weaknesses/questions into granular R-style response items while preserving original wording for quoted issues.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Stage 1 · ICML Breakdown Skill (Template Extension) skill

What this skill tells your AI

The instructions your AI receives, as published by runtsang/rebuttalstudio in skills/stage1/icml/SKILL.md and read by ahel’s review.

Apply the shared template first:

  • skills/stage1/template/SKILL.md

Then apply only the ICML-specific overrides below.

ICML overrides

Score mapping (required keys)

Extract exactly these six keys (numbers only):

  • rating <- Overall Recommendation
  • confidence <- Confidence
  • soundness <- Soundness
  • presentation <- Presentation
  • significance <- Significance
  • originality <- Originality

Preserved section mapping

  • summary <- Summary
  • strength <- Limitations (keep compatibility with shared output key naming)

Atomic issue source mapping

  • weakness-type source <- Strengths And Weaknesses (extract only concern/criticism parts)
  • question-type source <- Key Questions For Authors

Output header and score block

  • Header must be exactly: # Stage1 ICML Breakdown
  • ## Scores must contain exactly the six keys above.

ICML note

If "Strengths And Weaknesses" mixes praise and criticism in one bullet, keep praise in preserved context and split only actionable weakness concerns into atomic issues.

Signals

GitHub stars
216
Forks
2
Last commit
Apr 2026
Advanced
Catalog kind
skill
Gateway key
stage1-icml-breakdown
Source
github.com/runtsang/rebuttalstudio