paper-review-panel

Synthesize three reviewer perspectives into a single research paper review.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/sidiangongyuan/codex-skills-vault --skill paper-review-panel
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-review-panel
Source: https://github.com/sidiangongyuan/codex-skills-vault/tree/main/skills/paper-review-panel
Command: npx skills add https://github.com/sidiangongyuan/codex-skills-vault --skill paper-review-panel

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill provides expert-level review and risk assessment of research papers, offering insights into acceptance likelihood and actionable feedback within minutes.

Core Features & Use Cases

  • Concise Review Synthesis: Generates a review that combines insights from three different perspectives into a single, actionable synthesis.
  • Top-Conference Standard: Adapts the review standards expected by top-tier conferences like CVPR, ICCV, ECCV, ICLR, NeurIPS/NIPS, AAAI.
  • Customization Options: Allows users to select solo or panel review mode, and includes detailed roles for subagents in panel mode.

Quick Start

Run the 'paper-review-panel' skill with a specific paper to generate a comprehensive review.

Frequently Asked Questions about paper-review-panel

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

FAQPage Schema
How does an academic review panel assess conference paper acceptance risk?

An academic review panel assesses conference paper acceptance risk by synthesizing multiple expert perspectives on contribution, methodology, and presentation. This skill integrates inputs from three reviewers into a single comprehensive assessment tailored to top-tier conference standards.

Can I use this for internal paper reviews instead of top-tier conferences?

Yes, you can use this for internal paper reviews. The skill adapts its expert-level review standards for both top-tier conferences like CVPR, NeurIPS, and AAAI, and internal organizational evaluations, providing actionable feedback and acceptance likelihood insights.

What is the difference between solo and panel review mode?

Solo review mode generates a single expert evaluation, while panel review mode utilizes detailed roles for subagents to provide three distinct reviewer perspectives. These perspectives are then synthesized into one concise, actionable review with acceptance risk assessment.

How do I generate an expert paper review for risk assessment?

To generate an expert paper review for risk assessment, run the skill with a specific research paper. It evaluates the paper's contribution, methodology, and presentation, synthesizing insights from three reviewer perspectives into a comprehensive report within minutes.

What aspects of methodology and contribution are evaluated in an academic review?

The academic review evaluates methodology and contribution alongside presentation quality. It focuses on the technical validity of the research methods and the significance of the paper's contribution to the field, matching the rigorous standards expected by top-tier venues.