W ad ∈ R C×d ad is a parameter and sof tmax( Loss Function: We use categorical crossentropy as the loss function which is averaged over all aspects for a sentence.
stochastic loss for sentence S is calculated as: Here, m is the number of aspects for a sentence and C is the number of sentiment categories.