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literature-review

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Original

English
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Translation

Chinese
Conduct a systematic literature review on "$ARGUMENTS" using the 
paper
and 
paper-search
CLI tools.
使用
paper
和
paper-search
CLI工具针对“$ARGUMENTS”进行系统性文献综述。

1. Define Scope

1. 定义范围

Before searching, clarify with the user:
  • Topic boundaries and key terms
  • Year range (default: last 5 years)
  • Target venues or communities (if any)
  • Desired number of papers (default: 15-20 core papers)
在搜索前，与用户确认以下内容：
  • 主题边界与关键术语
  • 年份范围（默认：过去5年）
  • 目标期刊或社区（如有）
  • 所需论文数量（默认：15-20篇核心论文）

2. Multi-Query Search

2. 多查询搜索

Search with multiple query variations to maximize coverage:
paper-search semanticscholar papers "<main query>" --limit 20 --year <range>
paper-search semanticscholar papers "<synonym query>" --limit 20 --year <range>
paper-search semanticscholar papers "<related query>" --limit 20 --year <range>
paper-search google scholar "<topic>"
Deduplicate results by title/paper ID.
使用多种查询变体进行搜索以扩大覆盖范围：
paper-search semanticscholar papers "<main query>" --limit 20 --year <range>
paper-search semanticscholar papers "<synonym query>" --limit 20 --year <range>
paper-search semanticscholar papers "<related query>" --limit 20 --year <range>
paper-search google scholar "<topic>"
通过标题/论文ID去重搜索结果。

3. Triage

3. 筛选分类

For each unique paper found:
paper-search semanticscholar details <paper_id>
paper skim <arxiv_id> --lines 2
Categorize as: highly relevant / somewhat relevant / not relevant.
针对每篇找到的唯一论文：
paper-search semanticscholar details <paper_id>
paper skim <arxiv_id> --lines 2
将论文分类为：高度相关 / 部分相关 / 不相关。

4. Deep Analysis

4. 深度分析

For highly relevant papers:
paper outline <arxiv_id>
paper read <arxiv_id> introduction
paper read <arxiv_id> method
paper read <arxiv_id> results
paper read <arxiv_id> conclusion
Take structured notes on each paper: problem, method, key results, limitations.
针对高度相关的论文：
paper outline <arxiv_id>
paper read <arxiv_id> introduction
paper read <arxiv_id> method
paper read <arxiv_id> results
paper read <arxiv_id> conclusion
为每篇论文记录结构化笔记：研究问题、方法、核心结论、局限性。

5. Citation Graph Exploration

5. 引文图谱探索

For seminal papers, find related work:
paper-search semanticscholar citations <paper_id> --limit 20
paper-search semanticscholar references <paper_id> --limit 20
Add any important papers discovered this way back to the triage step.
针对开创性论文，查找相关研究：
paper-search semanticscholar citations <paper_id> --limit 20
paper-search semanticscholar references <paper_id> --limit 20
将通过此方式发现的重要论文重新纳入筛选分类步骤。

6. Produce Report

6. 生成报告

Organize findings by theme, not by paper. Include:
  • Overview of the field and its evolution
  • Key methods and approaches (with comparisons)
  • Main results and findings
  • Open questions and future directions
  • Complete reference list with paper IDs and URLs
  • BibTeX entries for all cited papers (use 
    paper bibtex <arxiv_id>
    to generate)
按主题而非单篇论文组织研究发现。报告需包含：
  • 领域概述及其发展历程
  • 核心方法与研究路径（含对比分析）
  • 主要研究结果与发现
  • 开放问题与未来研究方向
  • 完整参考文献列表，含论文ID与链接
  • 所有引用论文的BibTeX条目（使用
    paper bibtex <arxiv_id>
    生成）

Guidelines

指导原则

  • Aim for breadth first: cover all major approaches before going deep on any one.
  • Note citation counts and venues to gauge paper impact.
  • Flag contradictory findings explicitly.
  • Distinguish between empirical results and theoretical claims.
  • 先追求广度：在深入研究任一方法前，覆盖所有主流研究路径。
  • 记录论文的引用量与发表期刊，以评估其影响力。
  • 明确标注相互矛盾的研究发现。
  • 区分实证结果与理论主张。