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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.