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The Limitations of Deep Learning for Common Sense Reasoning
Deep learning has led to significant progress for perceptual classification problems, but it has not offered any real advancement in areas such as natural language understanding or common sense reasoning. While deep learning has been successful, it cannot replicate the complex processes of the human brain, which uses much less energy and manages to achieve a lot more than even the most advanced AI.