paper-context-resolver
解析AI论文复现中的关键上下文信息,补充数据集版本、评估协议、检查点映射等技术细节,提供可操作的证据
npx skills add lllllllama/ai-paper-reproduction-skill --skill paper-context-resolverBefore / After 效果对比
1 组手动搜索论文和相关资料、推测缺失信息、多次试错确定正确配置,解决一个复现问题需要1-2小时
自动识别知识缺口、检索相关论文和issue、提取具体配置细节、提供可操作建议,解决一个问题仅需10-15分钟
description SKILL.md
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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