Before training the joint model, it is worth assessing the neural encoder separately to check how accurately the neural network predicts the sentiment.
to this end, we compare neural encoders with bigram SVM model, training medium and large SVM models using 260k and all 4 for each aspect we train a simple linear regression model to predict the rating of this aspect given the ratings of the other four aspects.