Paper Context Resolver

作者 lllllllamafb3ccdf5aa64无许可证497 个星标收录于 2026年10月8日更新于 2026年10月8日仓库2周前更新

Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

AI 生成的概览

通过查阅原始论文来源,解决深度学习仓库中狭窄的复现关键缺口,并记录冲突。

功能
该辅助技能在 README 和仓库文件留下关键缺口时,回答具体的复现问题,例如数据集划分、预处理、评估协议、检查点映射或运行时假设。它会缩小来源列表,只返回与复现相关的发现,并记录 README 与论文之间的冲突。它会区分直接证据与推断,且不会总结整篇论文。
适用场景
当存在具体的复现问题,而 README 或仓库文件无法解决时使用。它旨在作为 README 优先复现流程的可选、由编排器调用的补充,而非替代。不要用于一般论文摘要、仓库扫描、环境搭建、命令执行或仅凭标题查找论文。
运行要求
仅为说明性内容,不附带脚本。它需要目标仓库元数据、复现关键问题、已有的 README 或仓库证据以及已知的论文链接,并引用一份随附的指导文档。隐含需要访问原始论文来源。

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.

Clear boundaries

  • This skill is optional.
  • This skill is helper-tier and should usually be orchestrator-invoked.
  • 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.

来源与署名

来源:lllllllama/rigorpilot-skills位于skills/paper-context-resolver提交fb3ccdf

许可证: 无许可证

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