It is obvious that although the performances of both models decrease with the decrease of the label frequency, our model continues to perform better than the baseline on all levels of label frequency.
hier refers to hierarchical model, and the subsequent number refers to the length of sentence (word) for sentence-level representations (p < 0.05).