Author

Olivia Stein

Institute for Literature

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Ecology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:database / resource· 1 Approach:deep learning· 1 Research Focus:ecology & biodiversity· 1 Assay:imaging· 1 Approach:large language model· 1 Assay:metagenomics· 1 Organism:multiple species· 1

Frequent Co-Authors

Benjamin G. FreemaniD· 1 shared Brian C. WeeksiD· 1 shared Charlotte M. ProbstiD· 1 shared Derek Van BerkeliD· 1 shared Eliot T. MilleriD· 1 shared Fernanda S. ValdovinosiD· 1 shared Heng‐Xing ZouiD· 1 shared Kai ZhuiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperEcology

Benjamin G. FreemanORCID

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1 paper

Recent·Most cited

Large language models unlock the ecology of species interactions

Heng‐Xing Zou, Xiaohao Yang, Thabassum Hashmi Hajamaideen, Olivia Stein, Roxanne S. Beltran, Benjamin G. Freeman, Mark Lindquist, Eliot T. Miller, Summer Mengarelli, Charlotte M. Probst, Fernanda S. Valdovinos, Derek Van Berkel, Phoebe L. Zarnetske, Brian C. Weeks, Kai Zhu

This paper uses large language models to extract species interaction data from citizen science comments, expanding ecological data coverage and enabling new ecological research.

Proceedings of the National Academy of Sciences · Oct 8, 2026Peer-reviewedEcology