Our unlabeled sample complexity results show that even with access to a small amount of unlabeled text, 6000 sentences more than what appears in the training and test sets, smoothing using the HMM yields 0.78 F1 on rare chunks.
the smoothed system requires 25,000 more sentences before it outperforms the baseline system on all chunks.