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  This repo contains the artifacts from the paper"Semantic reconstruction of continuous
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  language from non-invasive brain recordings" [[paper](https://www.nature.com/articles/s41593-023-01304-9), [code](https://github.com/HuthLab/semantic-decoding)]:
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- 1. Lanugage model for various tasks (`data_lm/` directory)
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- 2. Encoder model + word rate model for various tasks (`models/` directory)
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- 3. Test data with (word, fmri) pairs for various tasks (`data_test/` directory)
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- 4. Train data with (word, fmri) pairs for various subjects + tasks (`data_train/` directory)
 
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  This repo contains the artifacts from the paper"Semantic reconstruction of continuous
2
  language from non-invasive brain recordings" [[paper](https://www.nature.com/articles/s41593-023-01304-9), [code](https://github.com/HuthLab/semantic-decoding)]:
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+ 1. `data_lm/`: lanugage model for various tasks
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+ 2. `models/`: encoder model + word rate model for various tasks
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+ 3. `data_test/`: test data with (word, fmri) pairs for various tasks
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+ 4. `data_train/`: train data with (word, fmri) pairs for various subjects + tasks