Recurrent neural networks and symbol grounding

It is demonstrated that a recurrent neural network relying on statistics alone is able to differentiate between the classical Aristotelian categories odd and even number. This finding overlaps with the associative part of the hybrid associative/cognitive learning system in humans who sometimes differentiate between both categories unknowingly, i.e. without explicit rules