Rather than treating everything as a binary classification problem, we need to recognize that some problems require more complex deep learning solutions.
Facebook Reminds Us That Binary Deep Learning Classifiers Don't Work For Content Moderation

Rather than treating everything as a binary classification problem, we need to recognize that some problems require more complex deep learning solutions.