Leap-LSTM: Enhancing Long Short-Term Memory for Text Categorization
Table 3: The accuracies of LSTM enhanced with schedule-training compared with LSTM and Leap-LSTM.
['[BOLD] Model', 'AGNews', 'DBPedia', 'Yelp F.', 'Yelp P.', 'Yahoo']
The improvement obtained by schedule-training scheme indicates that our hypothesis may make sense in the context of document classification. In addition, it also provides us a simple and promising way to improve RNN-based models without any modification to original models.