Automation is not evidence of efficiency

Matthew Grainger1, Sini Savilaakso2, Neal Haddaway3

  • 1Norwegian Institute for Nature Research, Torgarden, P.O. Box 5685, 7485, Trondheim, Norway. matthew.grainger@nina.no.

Summary

Hodgson et al. (2026) evaluated ontology-grounded large language models (LLMs) for environmental data extraction. Their study quantifies LLM performance and identifies current limitations in evidence synthesis.

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