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A reporting checklist for large language models in behavioural science

Feuerriegel, Stefan
Barrie, Christopher
Crockett, MJ
Globig, Laura K
McLoughlin, Killian L
Mirea, Dan-Mircea
Spirling, Arthur
Yang, Diyi
Althoff, Tim
Antoniak, Maria
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Machine Learning
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Journal article
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English
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Abstract
Large language models offer new opportunities for behavioural science, but their rapid evolution poses challenges for research rigour. We introduce a consensus-based reporting checklist to improve transparency, reproducibility and ethical accountability of large-language-model-based research in the behavioural sciences.
Citation
S. Feuerriegel, C. Barrie, M.J. Crockett, L.K. Globig, K.L. McLoughlin, D.-M. Mirea , et al., "A reporting checklist for large language models in behavioural science," Nature Human Behaviour, pp. 1-5, 2026, https://doi.org/10.1038/s41562-026-02492-7.
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Nature Human Behaviour
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52 Psychology, 5204 Cognitive and Computational Psychology
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Springer Nature
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