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Commonsense Reasoning for Natural Language Processing

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Figure 1: adversarial examples in computer vision (left) and natural language processing tasks (right). Machine learning models today perform reasonably well on perception tasks (image and speech recognition). Representing symbolic knowledge as vectors: Lin et al. Open-ended generation is prone to repetition.