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Symbolic methods do indeed have properties that would be useful for reasoning, including a natural propensity for compositionality. But these useful properties are not "owned" by symbolic methods -- they are properties that learning-based methods can have too!
this is why i am calling for a hybrid. humans learn symbolic stuff all the time. even, occasionally, while reading Twitter :)
