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For theoretical background and methodological details, please refer to the associated publication: **Henningsen-Schomers MR, Garagnani M, Pulvermüller F (2023)** [Influence of language on perception and concept formation in a brain-constrained deep neural network model][1] *Phil. Trans. R. Soc. B* 378: 20210373, doi: 10.1098/rstb.2021.0373 [1]: https://doi.org/10.1098/rstb.2021.0373