paper-context-resolver
द्वारा lllllllama
README-प्रथम गहन शिक्षण रिपॉजिटरी पुनरुत्पादन के लिए रिगर पेपर संदर्भ सहायक। केवल तब उपयोग करें जब README और रिपॉजिटरी फ़ाइलें एक संकीर्ण पुनरुत्पादन-महत्वपूर्ण अंतर छोड़ती हैं और कार्य प्राथमिक पेपर स्रोतों से डेटासेट विभाजन, प्रीप्रोसेसिंग, मूल्यांकन प्रोटोकॉल, चेकपॉइंट मैपिंग, या रनटाइम धारणा जैसे किसी विशिष्ट पेपर विवरण को हल करना है, साथ ही विरोधाभासों को र
npx skills add https://github.com/lllllllama/rigorpilot-skills --skill paper-context-resolverpaper-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.