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In this video tutorial, Chris McCormick demonstrates how to apply BERT to document classification. The main difference between sentence and document classification is BERT's limitation on input text length. To address this issue, a different dataset of Wikipedia comments containing personal attacks is used. Stay tuned for a walkthrough of this process at the end of the tutorial.