Recognizing Long Grammatical Sequences using Recurrent Networks Augmented with an External Differentiable Stack

Ankur Arjun Mali, Alexander Ororbia, Daniel Kifer, C. Lee Giles

Abstract: Recurrent neural networks (RNNs) are widely used for sequence modeling, generation, and prediction. Despite success in applications such as machine translation and voice recognition, these stateful...