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Understanding text is less forgiving of error than, say, identifying objects within images. The author gives some great examples. This isn't to say that machine learning is unable to get the "gist" of some text, but they do make a good argument that understanding exactly what a sentence means requires a tricky combination of the rules of communication and real world knowledge.