auto-paper-improvement-loop

Run multi-round GPT reviews, apply prioritized fixes, and recompile LaTeX papers.

Updated May 29, 2026
One-click install
npx skills add https://github.com/Mang30/myskills --skill auto-paper-improvement-loop-mang30
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: auto-paper-improvement-loop
Source: https://github.com/Mang30/myskills/tree/main/skills/auto-paper-improvement-loop
Command: npx skills add https://github.com/Mang30/myskills --skill auto-paper-improvement-loop-mang30

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps you turn a generated LaTeX paper into a higher-quality submission by running a structured review, applying fixes, and recompiling for multiple rounds.

Core Features & Use Cases

  • Two-round review-to-fix loop: Performs GPT-based critical/major/minor feedback, applies prioritized edits, then recompiles to verify changes.
  • Reviewer independence & regression safety: Uses fresh reviewer threads per round (bias-guard) and runs restatement regression checks to reduce drift across the document.
  • Optional guardrails for resubmission: Enforces an edit whitelist to restrict what can change (e.g., preventing new citations, theorem environments, bibliography mutations, or numerical claim additions).

Quick Start

Use the skill on your compiled paper directory by running: /auto-paper-improvement-loop "paper/".

Frequently Asked Questions about auto-paper-improvement-loop

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

FAQPage Schema
How do I iteratively polish a LaTeX paper to submission-ready quality?

Iteratively polish a LaTeX paper by running a multi-round GPT review that applies prioritized fixes and recompiles the manuscript to validate changes. This loop refines the document until it reaches submission-ready quality.

How does automated LaTeX paper improvement handle reviewer bias?

Automated LaTeX paper improvement handles reviewer bias by using fresh, context-naive reviewer threads for each round. This independence prevents prior feedback from drifting the critique and maintains regression safety across the document.

Can I restrict edits during automated paper polishing to prevent bibliography mutations?

Yes, you can restrict edits during automated paper polishing by enforcing an edit whitelist. This optional guardrail prevents unauthorized changes such as adding new citations, altering theorem environments, or modifying the bibliography.

What is needed to start automated LaTeX paper polishing?

Starting automated LaTeX paper polishing requires a compiled paper directory containing all section .tex files and the compiled PDF. This baseline output from prior plan, figure, write, and compile stages is necessary for the process.

Why does my LaTeX paper improvement loop fail to catch restatement regressions?

A LaTeX paper improvement loop fails to catch restatement regressions when it skips restatement regression checks during the recompile phase. Running these checks after applying fixes is required to reduce drift and verify document consistency.