---
id: daily-paper-context-resolver
name: "paper-context-resolver"
url: https://skills.yangsir.net/skill/daily-paper-context-resolver
author: lllllllama
domain: science
tags: ["reproducibility", "ai-engineering", "model-training", "research"]
install_count: 127900
rating: 4.80 (656 reviews)
github: https://github.com/lllllllama/ai-paper-reproduction-skill
---

# paper-context-resolver

> 解析AI论文复现中的关键上下文信息，补充数据集版本、评估协议、检查点映射等技术细节，提供可操作的证据

**Stats**: 127,900 installs · 4.8/5 (656 reviews)

## Before / After 对比

### 上下文解析效率

**Before**:

手动搜索论文和相关资料、推测缺失信息、多次试错确定正确配置，解决一个复现问题需要1-2小时

**After**:

自动识别知识缺口、检索相关论文和issue、提取具体配置细节、提供可操作建议，解决一个问题仅需10-15分钟

| Metric | Before | After | Change |
|---|---|---|---|
| 问题解决时间 | 90分钟 | 12分钟 | -87% |

## Readme

# paper-context-resolver

# paper-context-resolver

## 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.

- 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`.
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*Source: https://skills.yangsir.net/skill/daily-paper-context-resolver*
*Markdown mirror: https://skills.yangsir.net/api/skill/daily-paper-context-resolver/markdown*