Stage 1 · NeurIPS Breakdown Skill (Template Extension)

SkillDev tools

Break down full NeurIPS reviewer responses into structured rebuttal units. Use when input contains NeurIPS reviewer fields (Summary, Strengths and Weaknesses, Questions, Limitations) and numeric scores (Rating, Confidence, Quality, Clarity, Significance, Originality). Splits questions and limitations into granular 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 · NeurIPS Breakdown Skill (Template Extension) skill

What this skill tells your AI

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

Apply the shared template first:

  • skills/stage1/template/SKILL.md

Then apply only the NeurIPS-specific overrides below.

NeurIPS overrides

Score mapping (required keys)

Extract exactly these six keys (numbers only):

  • rating <- NeurIPS Rating / Overall
  • confidence <- NeurIPS Confidence
  • quality <- NeurIPS Quality
  • clarity <- NeurIPS Clarity
  • significance <- NeurIPS Significance
  • originality <- NeurIPS Originality

Scores may appear as 3: good or 5: Accept — extract the leading number only.

Preserved section mapping

  • summary <- Summary
  • strength <- Strengths And Weaknesses

Atomic issue source mapping

  • weakness-type source <- Questions (label as weakness)
  • question-type source <- Limitations (label as question)

Output header and score block

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

NeurIPS notes

  • The Limitations field sometimes contains a standard phrase ("The authors thoroughly discussed the limitations of their work.") — preserve it verbatim rather than splitting into atomic issues if it is a single affirmative statement.
  • Score values may include descriptive labels after the colon (e.g. 4: excellent) — extract only the numeric portion.

Signals

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