paper-context-resolver

Resolve reproduction gaps between README guidance and primary papers.

515|11|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/lllllllama/ai-research-workflow-skills --skill paper-context-resolver
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-context-resolver
Source: https://github.com/lllllllama/ai-research-workflow-skills/tree/main/skills/paper-context-resolver
Command: npx skills add https://github.com/lllllllama/ai-research-workflow-skills --skill paper-context-resolver

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Optional narrow helper that resolves reproduction-critical gaps between README guidance and primary paper sources, focusing on details such as dataset splits, preprocessing, evaluation protocols, checkpoint mappings, or runtime assumptions, while recording any conflicts.

Core Features & Use Cases

  • Narrows evidence for specific paper details when README is ambiguous.
  • Records conflicts between README guidance and official sources to preserve the README-first workflow.
  • Enables targeted reproduction support without replacing broad README instructions.

Quick Start

Invoke this skill when README leaves a reproduction-critical gap and specify the target paper link and the exact detail you want resolved.

Frequently Asked Questions about paper-context-resolver

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

FAQPage Schema
How do I resolve reproduction gaps when a README is ambiguous about dataset splits and preprocessing?

To resolve reproduction gaps, you can consult the primary paper to confirm exact dataset splits and preprocessing details when the README is ambiguous. This requires linking the target paper and specifying the exact detail to generate an evidence-backed conflict note.

What is the best way to confirm evaluation protocol details from a paper when the README is unclear?

The best way to confirm evaluation protocols is to use a targeted resolver that checks official paper sources against README guidance. It records any conflicts between the two, ensuring reproduction support without replacing the original README instructions.

Do I need a linked paper to resolve runtime assumptions and checkpoint mappings?

Yes, you need a linked paper and access to official sources to resolve runtime assumptions and checkpoint mappings. The Skill narrows evidence from these sources to fill specific reproduction-critical gaps left open by the README.

How does conflict resolution between a README and a primary paper work?

Conflict resolution works by comparing ambiguous README guidance against official paper sources, then generating a conflict note. This note records discrepancies in dataset versions or evaluation protocols while strictly preserving the README-first workflow policy.

When should I not use a paper context resolver for reproduction issues?

You should not use it when the README provides clear, broad instructions or when you lack access to the official primary paper. It is designed only for narrow, reproduction-critical gaps where the README is explicitly ambiguous about specific details.