The performance of LSTM-Jump is superior to LSTM in terms of both accuracy and efficiency under all settings in our experiments.
the fastest LSTM-Jump configuration achieves a remarkable 6x speedup over LSTM, while also having respectively 1.4% and 4.4% higher accuracy in Children's Book Test -Named Entity and Children's Book Test -Common Noun.