Academic and Research Literature Search
Using search APIs to complement dedicated scholarly databases in a research workflow.
The problem
Dedicated scholarly databases (PubMed, arXiv, Google Scholar) index formal publications well but miss preprints on niche servers, working papers, conference proceedings not yet indexed, and grey literature like technical reports — general web search often surfaces these faster than a scholarly index catches up.
How the workflow is built
Queries target specific author names, paper titles, or subject terms alongside `site:` filters for preprint servers and known publisher domains, used to fill gaps around a primary scholarly-database search rather than replace it. A citation-checking pass confirms a paper found this way is genuinely the version referenced, not a similarly-titled unrelated work.
Example queries
"transformer architecture" survey 2026 site:arxiv.org"[author name]" working paper site:ssrn.comconference proceedings "NeurIPS 2025" accepted papers list
Pitfalls to watch for
- Preprints found via general search haven't necessarily passed peer review, and that distinction matters a great deal for anything downstream treating the result as settled science rather than a working claim.
- Paper titles are frequently reused or near-duplicated across unrelated works, especially in fast-moving fields, so title-only matching produces false positives that need author and venue cross-checking.
- Retracted papers don't reliably disappear from search results, and a retraction notice is often a separate, easy-to-miss page rather than an edit to the original listing.