Supervised Sequence Labelling with Recurrent Neural Networks
labelling it is usually advantageous to exploit the context on both sides of the labels. Bidirectional RNNs (Schuster and Paliwal, 1997) scan the data forwards and backwards with two separate recurrent layers, thereby removing the asym-metry between input directions and providing access to all surrounding context.
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