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In this video tutorial, Chris McCormick explains how to apply Bert to document classification. While focusing on the limitations of Bert regarding input text length, he introduces a new dataset of Wikipedia comments containing personal attacks. The tutorial covers the process of addressing this issue and fine-tuning Bert for document classification.