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Whither symbols in the era of advanced neural networks?

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Some of the strongest evidence that human minds should be thought of in terms of symbolic systems has been the way they combine ideas, produce novelty, and learn quickly. We argue that modern neural networks-and the artificial intelligence systems built upon t... ...