sentence1: we train each model on the training set for 10 epochs using word-level log-likelihood , minibatches of size 50 , and the adam optimization method with the default parameters suggested by kingma and ba .
sentence2: we use binary cross-entropy as the objective function and the adam optimization algorithm with the parameters suggested by kingma and ba for training the network .