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paper-context-resolver

by lllllllama/ai-paper-reproduction-skill

Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical…

Skill content

Resolve reproduction-critical gaps by extracting dataset, preprocessing, and protocol details from primary papers.

- Targets narrow reproduction questions (dataset splits, preprocessing steps, evaluation protocols, checkpoint mappings) rather than general paper summaries

- Requires concrete reproduction context: existing README, repo evidence, and a specific gap to fill

- Documents conflicts between README guidance and paper sources explicitly

- Designed as a helper skill, typically invoked by orchestrators to supplement README-first reproduction workflows

- Skips general paper explanation, title-only lookups, and environment setup tasks

paper-context-resolver

Use this as the Rigor Paper Context helper. The installed slug remains
paper-context-resolver for compatibility.

When to apply

- README and repo files leave a reproduction-critical gap.

- The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.

- The main skill needs a narrow evidence supplement instead of a full paper summary.

- There is already a concrete reproduction question to answer.

When not to apply

- The README already gives enough reproduction detail.

- The user wants a general paper explanation rather than reproduction support.

- The goal is to override README instructions without documenting the conflict.

- The only available input is a paper title and there is no concrete reproduction gap yet.