My disconnect with your argument for the need of "symbol manipulation" is that you need it to be innate machinery and not something that is simulated by a neural network. RNNs are known to be Turing complete. What's the argument that symbol manipulation cannot be done by DL?
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What do you then say about the latest news from Alibaba and Microsoft: http://www.zdnet.com/article/alibaba-neural-network-defeats-human-in-global-reading-test/ … ? Are symbol manipulation programs better than Deep Learning programs? If false, then why even need symbol manipulation at all?
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