Figure 1 illustrates that satisfaction polarity ("unsatisfied") is mostly embedded in the last few customer utterances (i.e., u 7 , u 9 and u 10 ) 3 .
we use back propagation to calculate the gradients of all the model parameters, and update them with Momentum optimizer (Qian, 1999).