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In this video, Chris McCormick demonstrates how to apply Bert to document classification. While we previously covered fine-tuning Bert for sentence classification, document classification poses unique challenges due to Bert's limitations with input text length. To address this issue, a different dataset of Wikipedia comments containing personal attacks is used. The tutorial focuses on overcoming the input text length limitation and analyzing the dataset. Additional details will be discussed throughout the video tutorial.