Neural Arithmetic Logic Units

Andrew Trask, Felix Hill, Scott E. Reed, Jack Rae, Chris Dyer, Phil Blunsom

Neural Information Processing Systems 

This failure pattern indicates that the learned behavior is better characterized by memorization than by systematic abstraction.

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