paper-context-resolver
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.
适合你，如果论文代码的README缺少关键细节，需要从原文查证。
npx oh-my-skill add lllllllama/ai-paper-reproduction-skill/paper-context-resolvercurl -fsSL https://oh-my-skill.com/install.sh | bash -s -- lllllllama/ai-paper-reproduction-skill/paper-context-resolvernpx oh-my-skill verify lllllllama/ai-paper-reproduction-skill/paper-context-resolver怎么用
商店整理自技能原文 · 版本 3ab5052 · 表述以原文为准当你在复现深度学习论文时，如果 README 和代码文件缺少关键细节（如数据集划分、预处理方式等），Claude 会从原始论文中提取这些具体信息，并指出与 README 的冲突。
在根据 README 复现代码时，遇到 README 未说明或与论文不一致的关键细节，且你有具体的复现问题时触发。
技能原文 SKILL.md
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.