baseline-comparison-audit

Audit research paper baselines for completeness, fairness, and statistical significance.

123|7|Updated Jun 26, 2026
One-click install
npx skills add https://github.com/wanshuiyin/Anti-Autoresearch --skill baseline-comparison-audit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: baseline-comparison-audit
Source: https://github.com/wanshuiyin/Anti-Autoresearch/tree/main/skills/baseline-comparison-audit
Command: npx skills add https://github.com/wanshuiyin/Anti-Autoresearch --skill baseline-comparison-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automatically audits the completeness, fairness, and significance of baseline comparisons in research papers, helping to ensure the accuracy and reliability of findings.

Core Features & Use Cases

  • Completeness Audit: Checks if all required baselines are present for a fair comparison.
  • Fairness Analysis: Examines whether the comparisons are conducted with fair methods and configurations.
  • Significance Verification: Validates the statistical significance of the claims made in the paper.
  • Use Case: Use this Skill to verify the credibility of a paper's claims by analyzing the baselines used in its experiments.

Quick Start

Use the baseline-comparison-audit skill to audit the baselines in the paper stored at 'path/to/paper'.

Frequently Asked Questions about baseline-comparison-audit

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

FAQPage Schema
How do I audit research paper baselines for completeness and fairness?

To audit research paper baselines for completeness and fairness, use this Skill to automatically verify the presence of required baselines and analyze whether comparisons use fair methods and configurations. It requires access to the paper and its claims.json file to execute the research audit.

What is statistical significance verification in paper review?

Statistical significance verification in paper review validates the mathematical reliability of the claims made in a research paper. This Skill examines the paper's claims.json file to confirm that experimental results are statistically significant rather than occurring by random chance.

Can I use this Skill to verify the credibility of a paper's experimental claims?

Yes, you can verify the credibility of a paper's experimental claims by running a baseline comparison audit. The Skill cross-references the paper text with a claims.json file to evaluate baseline completeness, fairness, and statistical significance.

Do I need a claims.json file to perform a baseline analysis?

Yes, a claims.json file is required to perform a baseline analysis. This file provides the structured claims data necessary for the Skill to verify baseline presence, analyze fairness, and validate statistical significance during the research audit.

What's the best way to check if required baselines are present in a research paper?

The best way to check if required baselines are present in a research paper is through an automated completeness audit. This Skill evaluates the paper against its claims.json file to identify any missing baseline comparisons required for a fair evaluation.

When do I need to perform a baseline comparison audit on a paper?

You need to perform a baseline comparison audit when you want to ensure the accuracy and reliability of a paper's findings before citing or building upon them. Use this process to verify fairness, completeness, and significance in research experiments.