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paper-context-resolver

by @lllllllamav1.0.0
3.8(3)

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

reproducibilityai-engineeringmodel-trainingresearchGitHub
安装方式
npx skills add lllllllama/ai-paper-reproduction-skill --skill paper-context-resolver
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Before / After 效果对比

1
使用前

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

使用后

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

  • 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.

Clear boundaries

  • This skill is optional.

  • It supplements README-first reproduction.

  • It does not replace the main orchestration flow.

  • It does not summarize the whole paper by default.

Input expectations

  • target repo metadata

  • reproduction-critical question

  • existing README or repo evidence

  • any already known paper links

Output expectations

  • narrowed source list

  • reproduction-relevant answer only

  • explicit README-paper conflict note when applicable

  • clear distinction between direct evidence and inference

Notes

Use references/paper-assisted-reproduction.md. Weekly Installs509Repositorylllllllama/ai-p…on-skillGitHub Stars1First SeenTodaySecurity AuditsGen Agent Trust HubPassSocketPassSnykWarnInstalled onopencode509gemini-cli509deepagents509antigravity509codebuddy509github-copilot509

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安装量200
评分3.8 / 5.0
版本1.0.0
更新日期2026年3月31日
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创建2026年3月31日
最后更新2026年3月31日