RoBERTa and DistilBERT align slightly better with fMRI brain responses than BERT, and removing punctuation yields a small improvement in BERT's later-layer alignment.
NeuroImage 251, 119005 (May 2022)
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Aligning Brain Activity with Advanced Transformer Models: Exploring the Role of Punctuation in Semantic Processing
RoBERTa and DistilBERT align slightly better with fMRI brain responses than BERT, and removing punctuation yields a small improvement in BERT's later-layer alignment.