Research Article

Leveraging Contextual Sentences for Text Classification by Using a Neural Attention Model

Table 2

Experiment values and choices of some hyperparameters.

HyperparameterChoiceExperiment values

Learning rate0.010.1, 0.01, 0.001
LSTM output dimension10050, 100, 150
LSTM directionBidirUnidir, bidir
LSTM poolingLastMean, last
CNN filter numbers100100, 300, 500, 700
CNN filter height31, 2, 3, 4, 5
Word vector dimension200100, 200, 300