Empirical Evaluation of A New Approach to Simplifying Long Short-term Memory (LSTM)

12 Dec 2016Yuzhen Lu

The standard LSTM, although it succeeds in the modeling long-range dependences, suffers from a highly complex structure that can be simplified through modifications to its gate units. This paper was to perform an empirical comparison between the standard LSTM and three new simplified variants that were obtained by eliminating input signal, bias and hidden unit signal from individual gates, on the tasks of modeling two sequence datasets... (read more)

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