paper-context-resolver

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paper-context-resolver

paper-context-resolver

When to apply

适用场景

  • 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.
  • README和仓库文件存在对复现至关重要的少量信息缺口
  • 缺口涉及数据集版本、拆分、预处理、评估协议、checkpoint映射或运行时假设
  • 主技能仅需要少量证据补充,而非完整的论文摘要
  • 已有明确的复现相关问题需要解答

When not to apply

不适用场景

  • 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.
  • README已经提供了足够的复现细节
  • 用户需要通用的论文解读而非复现支持
  • 目标是在不记录冲突的情况下覆盖README的说明
  • 仅能提供论文标题,尚无明确的复现信息缺口

Clear boundaries

明确边界

  • 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.
  • 本技能为可选技能
  • 用于补充「README优先」的复现流程
  • 不会替代主编排流程
  • 默认不会总结整篇论文

Input expectations

输入要求

  • target repo metadata
  • reproduction-critical question
  • existing README or repo evidence
  • any already known paper links
  • 目标仓库元数据
  • 与复现高度相关的问题
  • 现有README或仓库中的已有证据
  • 任何已知的相关论文链接

Output expectations

输出要求

  • narrowed source list
  • reproduction-relevant answer only
  • explicit README-paper conflict note when applicable
  • clear distinction between direct evidence and inference
  • 收窄后的参考文献列表
  • 仅输出与复现相关的答案
  • 存在README与论文冲突时需明确标注
  • 明确区分直接证据与推导内容

Notes

注意事项

Use
references/paper-assisted-reproduction.md
.
请使用
references/paper-assisted-reproduction.md