For this step, we use a Support Vector Machine (Joachims, 1998) as implemented in Weka (Holmes et al., 1994), because this sub-task is not easily implemented as a sequence classification task.
they are easily confused with past tense verbs (word class VBD) due to their identical word surface form as in the example below.