review-paper

Evaluate ML/AI research papers against Neel Nanda's rubric criteria.

11|2|Updated May 29, 2025
One-click install
npx skills add https://github.com/yulonglin/dotfiles --skill review-paper
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: review-paper
Source: https://github.com/yulonglin/dotfiles/tree/main/claude/local-marketplace/plugins/writing-toolkit/skills/review-paper
Command: npx skills add https://github.com/yulonglin/dotfiles --skill review-paper

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill provides structured critical analysis of ML/AI research papers and drafts, applying Neel Nanda's criteria to help authors strengthen claims, evaluate evidence, and improve overall writing quality.

Core Features & Use Cases

  • Rubric-aligned critique: Assesses core narrative quality, experimental rigor, scientific integrity, writing clarity, novelty, and process indicators.
  • Actionable feedback: Identifies strengths with concrete improvements and references to relevant sections.
  • Flexible inputs: Works on full papers, abstracts, or individual sections, suitable for preprints, drafts, or submission-ready manuscripts.

Quick Start

Provide a draft paper or abstract to receive a structured critique with prioritized revision suggestions.

Frequently Asked Questions about review-paper

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I get structured feedback on an ML research paper draft?

To get structured feedback on an ML research paper, provide your draft, abstract, or specific sections to receive a rubric-aligned critique. This evaluation details core narrative quality, experimental rigor, scientific integrity, writing clarity, and novelty, alongside prioritized revision suggestions.

What criteria are used for AI paper critique and review?

AI paper critique uses Neel Nanda's criteria to assess core narrative quality, experimental rigor, scientific integrity, writing clarity, novelty, and process indicators. This rubric-aligned evaluation identifies strengths and provides concrete improvements with references to relevant sections.

Can I review an abstract or individual sections instead of a full preprint?

Yes, you can review an abstract or individual sections instead of a full preprint. The critique process works flexibly on full papers, abstracts, or specific parts at various stages, including drafts, preprints, or submission-ready proposals.

How do I improve experimental rigor and scientific integrity in my academic writing?

To improve experimental rigor and scientific integrity in academic writing, apply a structured critique that evaluates your evidence and claims. The rubric identifies weaknesses in your ML research and provides actionable improvements to strengthen your manuscript.

What is the best way to find actionable improvements for a machine learning manuscript?

The best way to find actionable improvements for a machine learning manuscript is to perform a rubric-aligned critique. It identifies specific strengths and weaknesses, offering concrete suggestions and references to relevant sections for prioritized revisions.

Are there limitations to using automated rubrics for paper review?

While automated paper review provides structured critical analysis using Neel Nanda's criteria, it focuses on textual evaluation of ML research. It assesses narrative, rigor, and clarity, but users must still manually verify domain-specific experimental claims and implement the suggested revisions.