Author

Filip Dorm

École Polytechnique Fédérale de LausanneORCID 0009-0007-1991-2324Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Ecology· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Approach:benchmark study· 1 Research Focus:benchmarking· 1 Research Focus:database / resource· 1 Research Focus:ecology & biodiversity· 1 Research Focus:host-pathogen & immune response· 1 Approach:large language model· 1 Organism:multiple species· 1 Approach:statistical model· 1

Frequent Co-Authors

Drew W. PurvesiD· 1 shared Joseph W. MillardiD· 1 shared Michael HarfootiD· 1 shared Oisin Mac AodhaiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperEcology

Drew W. PurvesORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

EcologyEcological InformaticsPeer-reviewedMar 17, 2026

✦ In-depth digest

Large language models possess some ecologicalknowledge, but how much?

Filip Dorm, Joseph W. Millard, Drew W. Purves…·Oisin Mac Aodha

Benchmarking GPT-4o and Gemini 1.5 Pro across five closed-book ecological tasks shows solid coarse species presence and trait recall but poor fine-scale range mapping and threat classification.

18 citationstop 1%

multiple specieslarge language model

𝕏 PostBluesky