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For theoretical background and methodological details, please refer to the associated publication: **Henningsen-Schomers MR, Pulvermüller F (2022)** [Modelling concrete and abstract concepts using brain-constrained deep neural networks.][1] *Psychological Research* 86(8), 2533-2559, doi: 10.1007/s00426-021-01591-6 The interactive version of Fig. 3 of the paper can be viewed at: [https://osf.io/cmhx6/][2] [1]: https://doi.org/10.1007/s00426-021-01591-6 [2]: https://osf.io/cmhx6/