It is noteworthy that DR-BiLSTM (Single) performs better than ESIM in more frequent categories.
the performance of our model in "Neutral", "Negation", and "Quantifier" categories (improvements of 1.4%, 3.5%, and 1.9%, respectively) indicates the superiority of our model in understanding and disambiguating complex samples.