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The Psychology of Explanation
Looking for a good explanation is about finding a pattern that fits into the rest of our knowledge of the world. And I think that it helps explain why merely predicting something accurately doesn't give us a sense of understanding and explanatory satisfaction. The best we can do is to rely on our deep learning system or extremely complicated theory to do the predicting for us.