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Brains and language models converge on a shared conceptual space across different languages

Source code and material repository.

code

figure3.ipynb replicates panels in figure 3
figure4.ipynb replicates panels in figure 4
figure5.ipynb replicates panels in figure 5
derive_groups.py creates group average time series
features_[bert,mbert,whisper].py extract stimulus features using LMs
encoding.py base encoding script
encoding_sentence.py enconding evaluation across languages
encoding_mbert.py enconding evaluation across mBERT languages
encoding_banded.py enconding evaluation for Whisper
langs.py download language metadata

materials

mats/transcripts sentence-aligned transcripts for EN, CN, and FR
mats/gpt-translations sentence translations using GPT

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