A common presumption is that word segmentation accuracy should monotonically influence subsequent retrieval performance (Palmer and Burger, 1997).
for the the selfsupervised segmenter we used 10M of data from the data set used in (Ge et al., 1999), which contains one year of People's Daily news service stories.