paper-context-resolver
Resolves key contextual information in AI paper reproduction, supplementing technical details like dataset versions, evaluation protocols, and checkpoint mappings, providing actionable evidence.
npx skills add lllllllama/ai-paper-reproduction-skill --skill paper-context-resolverBefore / After Comparison
1 组Manually searching for papers and related materials, inferring missing information, and multiple trial-and-error attempts to determine the correct configuration. Solving a reproduction issue takes 1-2 hours.
Automatically identifying knowledge gaps, retrieving relevant papers and issues, extracting specific configuration details, and providing actionable recommendations. Solving a problem takes only 10-15 minutes.
paper-context-resolver
paper-context-resolver
When to apply
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README and repo files leave a reproduction-critical gap.
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The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
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The main skill needs a narrow evidence supplement instead of a full paper summary.
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There is already a concrete reproduction question to answer.
When not to apply
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The README already gives enough reproduction detail.
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The user wants a general paper explanation rather than reproduction support.
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The goal is to override README instructions without documenting the conflict.
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The only available input is a paper title and there is no concrete reproduction gap yet.
Clear boundaries
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This skill is optional.
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It supplements README-first reproduction.
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It does not replace the main orchestration flow.
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It does not summarize the whole paper by default.
Input expectations
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target repo metadata
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reproduction-critical question
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existing README or repo evidence
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any already known paper links
Output expectations
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narrowed source list
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reproduction-relevant answer only
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explicit README-paper conflict note when applicable
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clear distinction between direct evidence and inference
Notes
Use references/paper-assisted-reproduction.md.
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