deep-research
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ChineseResearch "$ARGUMENTS" in depth using the and CLI tools. Follow this workflow:
paperpaper-search使用和 CLI工具深入研究「$ARGUMENTS」。遵循以下工作流:
paperpaper-search1. Broad Discovery
1. 广泛探索
Start with broad searches to map the landscape:
paper-search google web "$ARGUMENTS"
paper-search semanticscholar papers "$ARGUMENTS" --limit 10Scan titles, snippets, and citation counts. Identify the most relevant papers and key terms.
从广泛搜索开始,梳理研究版图:
paper-search google web "$ARGUMENTS"
paper-search semanticscholar papers "$ARGUMENTS" --limit 10浏览标题、摘要片段和引用次数,确定最相关的论文和关键术语。
2. Narrow and Filter
2. 缩小范围与筛选
Refine based on what you found:
paper-search semanticscholar papers "<refined query>" --year 2023-2025 --min-citations 10
paper-search semanticscholar snippets "<specific question>"
paper-search pubmed "<query>" # if biomedical根据前期发现优化搜索:
paper-search semanticscholar papers "<refined query>" --year 2023-2025 --min-citations 10
paper-search semanticscholar snippets "<specific question>"
paper-search pubmed "<query>" # 若为生物医学领域3. Deep Read
3. 深度阅读
For the most relevant papers (at least 3-5), read in depth:
paper outline <arxiv_id> # understand structure first
paper skim <arxiv_id> --lines 3 # quick overview
paper read <arxiv_id> <section> # read key sectionsFor web sources:
paper-search browse <url>针对最相关的3-5篇论文进行深度阅读:
paper outline <arxiv_id> # 先了解论文结构
paper skim <arxiv_id> --lines 3 # 快速概览
paper read <arxiv_id> <section> # 阅读关键章节针对网页来源:
paper-search browse <url>4. Follow the Citation Graph
4. 追踪引用图谱
For key papers, explore their context:
paper-search semanticscholar citations <paper_id> --limit 10 # who cites this?
paper-search semanticscholar references <paper_id> --limit 10 # what does it build on?
paper-search semanticscholar details <paper_id> # full metadata针对核心论文,探索其研究脉络:
paper-search semanticscholar citations <paper_id> --limit 10 # 哪些文献引用了这篇论文?
paper-search semanticscholar references <paper_id> --limit 10 # 这篇论文基于哪些研究?
paper-search semanticscholar details <paper_id> # 完整元数据5. Synthesize
5. 综合整理
Combine findings into a structured report with:
- Key findings and themes
- Areas of agreement/disagreement
- Gaps in the literature
- Citations for all claims (include paper titles and URLs)
- BibTeX entries for key papers (use to generate)
paper bibtex <arxiv_id>
将研究发现整理为结构化报告,包含:
- 关键发现与核心主题
- 共识与争议点
- 研究空白
- 所有结论的引用来源(包含论文标题和URL)
- 关键论文的BibTeX条目(使用生成)
paper bibtex <arxiv_id>
Guidelines
注意事项
- Always start broad, then narrow. Don't read deeply until you've scanned widely.
- Read at least 3-5 primary sources before synthesizing.
- Cross-reference web sources against academic papers when possible.
- Use to find specific evidence for claims.
paper-search semanticscholar snippets - Track what you've already searched/read to avoid redundancy.
- If a search returns arxiv papers, use to get the full text rather than just the snippet.
paper read
- 始终从广泛搜索开始,再逐步缩小范围。在广泛浏览之前不要进行深度阅读。
- 综合整理前至少阅读3-5篇原始文献。
- 尽可能将网页来源与学术论文进行交叉验证。
- 使用为结论查找具体证据。
paper-search semanticscholar snippets - 记录已完成的搜索和阅读内容,避免重复工作。
- 若搜索结果包含arxiv论文,使用获取全文而非仅摘要片段。
paper read