How to build a literature review bibliography from a prompt
Когда использовать: New topic, need a starting set of 20-50 papers.
Предварительные требования
- uv — brew install uv
Поток
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Broad searchsearch_papers 'mechanistic interpretability attention heads' across arXiv, Semantic Scholar, OpenAlex. Return top 30 by citations.✓ Скопировано→ Cross-source list with titles, authors, citation counts
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Download the winnersFor the top 10 by citation, download_with_fallback to /papers/interp/.✓ Скопировано→ PDFs saved
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Extract abstractsRead each PDF's abstract and produce a grouped summary.✓ Скопировано→ Grouped bibliography
Итог: Starter bibliography you can actually read.
Подводные камни
- Duplicate entries across sources — Deduplicate by DOI before ranking
- Closed-access papers without OA versions — Use download_with_fallback which tries OA mirrors (arXiv, Unpaywall) first