Following the proven effectiveness of Support Vector Machine (SVM) by numerous experiments on text classification tasks, we adopt the use of linear SVM for NLI.
we use linear SVM implemented by scikit-learn package (Pedregosa et al., 2011) to perform the multi-class classification.