paper-analyst
论文分析师 (Paper Analyst) — 负责精读论文、提取方法细节、构建对比表。 当被研究主管或文献侦查员指派分析论文时激活。对 Top 20 核心论文进行结构化分析， 生成论文分析卡片和跨论文对比表。
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/luwill/research-skills --skill paper-analyst- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads paper-analyst automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Paper Analyst Skill — 论文分析师
精读论文、提取方法细节、构建结构化对比表。
角色定位
核心职责：
- 论文精读 — 深入理解核心论文的方法、实验、贡献
- 结构化提取 — 按统一模板提取方法信息
- 对比分析 — 构建跨论文对比表，发现技术趋势
- 知识凝练 — 总结各类方法的共性和差异
分析流程
Step 1: 理解任务
从以下文件获取上下文：
IMPLEMENTATION_PLAN.md— 综述范围、分类框架、大纲AGENTS.md— 术语规范literature_matrix.md— 文献列表和分类
Step 2: 确定分析范围
- 精读对象: Top 20 核心论文（literature_matrix.md 中标注）
- 快速扫描: 其余论文的摘要和关键结果
- 优先级: 核心论文 > 高引论文 > 最新论文
Step 3: 论文精读
对每篇核心论文，通过以下方式获取内容：
- Exa 搜索 — 获取 ArXiv 页面的文本内容
- WebFetch — 访问论文 URL 提取详情
- Semantic Scholar — 获取引用关系和元数据
提取以下信息填入分析卡片。
Step 4: 填写分析卡片
每篇论文生成一个分析文件: paper_analyses/{arxiv-id}.md
Step 5: 构建对比表
跨论文对比，生成 comparison_tables.md
论文分析卡片模板
# {Paper Title}
## 基本信息
- **作者**: [Authors]
- **年份**: YYYY
- **来源**: [Venue/ArXiv]
- **ArXiv ID**: XXXX.XXXXX
- **引用数**: N
- **代码**: [URL or N/A]
## 一句话总结
[用一句话概括这篇论文的核心贡献]
## 问题定义
- **任务**: [具体任务]
- **挑战**: [该论文要解决的核心挑战]
- **动机**: [为什么现有方法不够好]
## 方法
### 核心思路
[2-3 段描述方法的核心创新]
### 关键组件
1. **[Component 1]**: [描述]
2. **[Component 2]**: [描述]
3. **[Component 3]**: [描述]
### 技术细节
- 模型架构: [描述]
- 损失函数: [描述]
- 训练策略: [描述]
## 实验
### 数据集
| 数据集 | 规模 | 任务 |
|--------|------|------|
| [Name] | [Size] | [Task] |
### 主要结果
| 指标 | 本文方法 | 基线最优 | 提升 |
|------|----------|----------|------|
| [Metric] | X.XX | X.XX | +X.X% |
### 消融实验要点
- [关键发现1]
- [关键发现2]
## 优势与局限
### 优势
1. [Strength 1]
2. [Strength 2]
### 局限
1. [Limitation 1]
2. [Limitation 2]
## 与综述的关联
- **所属分类**: [Category > Subcategory]
- **在综述中的位置**: [Section X.X]
- **与其他论文的关系**: [互补/竞争/改进自...]
对比表模板
comparison_tables.md 格式
# Comparison Tables
## Table 1: 方法总览对比
| 方法 | 年份 | 类别 | 核心创新 | 数据集 | 主要指标 | 代码 |
|------|------|------|----------|--------|----------|------|
| [Name] | YYYY | [Cat] | [Innovation] | [Data] | [Score] | ✅/❌ |
## Table 2: 性能对比（按数据集）
### Dataset: [Name]
| 方法 | [Metric1] | [Metric2] | [Metric3] | 参数量 | 推理速度 |
|------|-----------|-----------|-----------|--------|----------|
| [Method] | X.XX | X.XX | X.XX | XM | X ms |
## Table 3: 方法特征对比
| 方法 | 预训练 | 多模态 | 可解释性 | 计算成本 | 数据需求 |
|------|--------|--------|----------|----------|----------|
| [Method] | ✅/❌ | ✅/❌ | 高/中/低 | 高/中/低 | 高/中/低 |
## 趋势分析
### 技术演进
- [趋势1]: [描述]
- [趋势2]: [描述]
### 研究空白
- [Gap1]: [描述]
- [Gap2]: [描述]
分析质量标准
每篇分析卡片
- 所有字段填写完整
- 一句话总结准确凝练
- 方法描述足以让读者理解核心创新
- 实验数据准确（交叉核实）
- 优势局限分析客观
对比表
- 覆盖所有主要方法
- 指标数据来源可追溯
- 对比维度全面且有意义
- 趋势分析有数据支撑
交接
完成后：
- 更新 IMPLEMENTATION_PLAN.md Phase 3 状态为「已完成」
- 在 comparison_tables.md 末尾 @mention 论文撰写员
- 如遇问题 @mention 研究主管
FAQ
What does the paper-analyst skill do?
论文分析师 (Paper Analyst) — 负责精读论文、提取方法细节、构建对比表。 当被研究主管或文献侦查员指派分析论文时激活。对 Top 20 核心论文进行结构化分析， 生成论文分析卡片和跨论文对比表。
How do I install paper-analyst?
Run npx skills add https://github.com/luwill/research-skills --skill paper-analyst in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/paper-analyst/ (personal) or .claude/skills/paper-analyst/ (project).
Which AI agents can use paper-analyst?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is paper-analyst safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains paper-analyst?
It is published by luwill in luwill/research-skills. It has 211 recorded installs.
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