Strategically selecting points to annotate over alternating rounds of labeling and learning, an active learner is hoped to outperform budget-matched i.i.d.
for classification tasks, the we measure the budget in sentences while for sequence labeling, we measure the budget by the number of words because the annotator must provide one tag per word.