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**Note (if any links not working)** - All materials, except individual subject datasets, are also included under Files/Pereira_Materials.zip - Subject data can be downloaded from [Dropbox][13] or [Drive][14] (these files are large and downloads may take a while). **Article** http://rdcu.be/IqEP (link to Nature Communications web site) **Datasets** [Table of contents][10] **Code** [leanDecoder.m][11] [trainVoxelwiseTargetPredictionModels.m][12] **Presentation Scripts** [Experiment 1][2] [Experiments 2 and 3][3] **Materials** [Experiment 1: Original 200 concepts][1] [Experiment 1: Images][4] [Experiment 1: Sentences][5] [Experiment 2: Passages][6] [Experiment 3: Passages][7] **Brain Maps** [Probabilistic activation overlap map for the language network][8] [Voxel informativeness overlap map for decoding in Expts. 1-3][9] [1]: https://www.dropbox.com/scl/fi/6en6tn2isy4f0y7vpyzn6/IARPA_200clusters.xlsx?dl=1&rlkey=6ub7w8r0zgnnqw2qp9ut5ek1e [2]: https://www.dropbox.com/s/gtnhw6w5ibsi8fr/IARPA_expt1_pres.zip?dl=1 [3]: https://www.dropbox.com/s/nrw1dv3vbvvlv0b/IARPA_expts23_pres.zip?dl=1 [4]: https://www.dropbox.com/s/4bi7e7rds8thg11/IARPA_expt1_stim_images.zip?dl=1 [5]: https://www.dropbox.com/s/eughbv6dgrk05yf/IARPA_expt1_stim_sents.zip?dl=1 [6]: https://www.dropbox.com/s/s4ulonvo4y1lj1x/IARPA_expt2_stim.zip?dl=1 [7]: https://www.dropbox.com/s/kjs6s09w2py93o5/IARPA_expt3_stim.zip?dl=1 [8]: https://www.dropbox.com/s/obbx7mgmzd8t3h2/DMN_overlap_n60.zip?dl=1 [9]: https://www.dropbox.com/s/gmiubb0p73ushm3/voxelInform_FractionMNI.nii?dl=1 [10]: https://evlab.mit.edu/sites/default/files/documents/index2.html [11]: https://www.dropbox.com/s/j62q1u81byt5let/learnDecoder.m?dl=1 [12]: https://www.dropbox.com/s/l6hk9zkf2wvcflb/trainVoxelwiseTargetPredictionModels.m?dl=1 [13]: https://www.dropbox.com/sh/5z1ikn8osaao57w/AABg9LIlJfEOrQgZN7Sj7WHRa?dl=0 [14]: https://drive.google.com/drive/folders/1MjFOyJ9zYwec2bJqL4eNXO4Mlilt0oP8?usp=sharing