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In this tutorial, Chris McCormick demonstrates how to apply Bert to document classification, building upon previous lessons on fine-tuning Bert for sentence classification. The main distinction between sentence and document classification lies in Bert's limitation on input text length. To address this issue, a new dataset of Wikipedia comments featuring personal attacks is utilized. Stay tuned for more insights on this dataset throughout the tutorial.