Ali Abdulkareem Ali Fateh Allah

Consistency-Aware Multi-Task Learning for Joint Sentiment Classification and Rating Prediction

Online product reviews carry two related but usually separately modelled signals: textual sentiment and a numerical star rating. Training independent models for each signal ignores their semantic connection and can produce outputs in which the predicted sentiment and the predicted rating contradict one another. This st...