paper-context-resolver

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README 우선 방식의 딥러닝 저장소 재현을 위한 Rigor Paper Context 도우미입니다. README와 저장소 파일 간에 재현에 결정적인 미묘한 차이가 존재하고, 원본 논문 출처에서 데이터셋 분할, 전처리, 평가 프로토콜, 체크포인트 매핑 또는 런타임 가정과 같은 특정 논문 세부 사항을 해결하는 동시에 상충되는 부분을 기록해야 하는 경우에만 사용하십시오. 일반적인 논문 요약, 저장소 스캔, 환경 설정, 명령어 실행, 제목만으로 논문 검색, 또는 기본적으로 README 지침을 대체하는 용도로는 사용하지 마십시오.

설치 방법

프로젝트 폴더에서 아래 명령어를 실행하고, 설치할 에이전트를 선택하세요.

설치 명령을 직접 실행해야 적용됩니다. 지원 에이전트와 필요한 권한·라이선스는 제작자의 안내를 확인하세요.

스킬 원문 파일

display_name: Rigor Paper Context
short_description: Rigor Paper Context helper for narrow reproduction-critical paper gaps without overriding README by default.
default_prompt: Use the linked paper only to resolve a narrow reproduction-critical detail such as dataset split, evaluation protocol, preprocessing, or checkpoint mapping, and record any README conflicts.

# Paper-Assisted Reproduction

## Purpose

Use paper context only to unblock README-first reproduction when the repository leaves a critical gap.

Only invoke this step after README and repo inspection already produced a concrete unanswered question.

## Source order

1. paper link explicitly provided by the README
2. official project page or official paper page
3. arXiv or OpenReview primary paper record
4. Google Scholar only to help locate the primary source

## Allowed question types

- dataset version or split
- preprocessing or postprocessing details
- evaluation protocol details
- checkpoint or model variant mapping
- critical runtime assumptions

## Trigger discipline

Good trigger:

- "README is ambiguous about the evaluation split. Check the linked paper and record the conflict if needed."

Bad trigger:

- "Summarize this paper."
- "Find the paper for this repository title and explain it."
- "Tell me everything the paper changed compared with prior work."

## Default exclusions

- full paper summary
- novelty explanation
- broad related-work discussion
- speculative "best settings" not tied to reproduction

## Conflict rule

If README and paper disagree:

- do not silently replace README
- record the conflict
- explain which source says what
- preserve the README-first policy in the final report

---
name: paper-context-resolver
description: 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.
---

# 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`.