Paper Context Resolver

作者 lllllllamafb3ccdf5aa64無授權條款497 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫2 週前更新

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 產生的概覽

透過查閱原始論文來源,解決深度學習儲存庫中狹窄的再現關鍵缺口,並記錄衝突。

功能
這個輔助技能會在 README 與儲存庫檔案留下關鍵缺口時,回答具體的再現問題,例如資料集切分、前處理、評估協定、檢查點對應或執行環境假設。它會縮小來源清單,只回傳與再現相關的發現,並記錄 README 與論文之間的衝突。它會區分直接證據與推論,且不會摘要整篇論文。
適用情境
當存在具體的再現問題,而 README 或儲存庫檔案無法解決時使用。它旨在作為 README 優先再現流程的選用、由協調器呼叫的補充,而非替代。請勿用於一般論文摘要、儲存庫掃描、環境設定、命令執行或僅憑標題查找論文。
執行需求
僅為說明性內容,不附帶指令碼。它需要目標儲存庫中繼資料、再現關鍵問題、既有的 README 或儲存庫證據以及已知的論文連結,並引用一份隨附的指引文件。隱含需要存取原始論文來源。

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.

來源與署名

來源:lllllllama/rigorpilot-skills位於skills/paper-context-resolver提交fb3ccdf

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