Skills

Aaai Writing Style

Use when revising an AAAI manuscript for broad-AI-audience fit, a first-page...

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaai-writing-style -g -a claude-code -y
Category
Engineering
Updated
1mo ago
License
MIT
Context cost
Lightabout 743 tokens
Runs scripts
No, instructions only

What it does

Use when revising an AAAI manuscript for broad-AI-audience fit, a first-page contribution statement legible to non-specialist Phase-1 reviewers, two-column readability, concise novelty claims, reproducibility-checklist alignment, hedged limitations and ethics, and policy-aware framing of AI-system and capability claims.

AAAI Writing Style

Use this to make a technically sound draft readable to a broad AI program committee. AAAI rewards clear AI contribution, not only subfield-specific benchmark wins.

AAAI framing

  • State the AI problem, the new capability or insight, and the evidence in the first page.
  • Make clear whether the contribution is method, theory, system, benchmark, dataset, evaluation, human-AI interaction, social impact, or alignment.
  • Explain why the result matters outside a single dataset or implementation.
  • Keep claims aligned with the reproducibility checklist and supplementary evidence.
  • Discuss limitations and ethical considerations when the method affects people, safety, privacy, fairness, security, or social impact.

Two-column readability

  • Use figures and tables as decision aids, not decoration.
  • Keep notation lightweight and define it near first use.
  • Use compact related-work contrasts instead of long literature catalogues.
  • Make the Phase 1 summary easy: problem, method, evidence, limitation, checklist compliance.
  • Avoid unsupported "general intelligence", "human-level", or "safe" claims.

Reading the paper as a Phase-1 reviewer

A non-specialist on AAAI's broad committee gives the first page a few minutes and decides whether the paper is worth deeper reading. Write so that a planning or KR reviewer can summarize your learning contribution, and vice versa. Audit the opening against what that reader needs to extract fast.

First-page questionReviewer extractsFailure symptom
What is the problemone AI task statementjargon with no anchor
What is newthe single contributiona list, no headline
Why believe itevidence in one line"see Section 6" only
What are the limitsscope and caveatsilence or overclaim

Phrasing fixes that survive AAAI review

Read the whole SKILL.md on GitHub

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