Intuitively, instead of the four class set {B, M, E, S}, a segmentation could be accomplished using only a set of two classes {B, M} as in (Green and DeNero, 2012).
similarly to Chinese word segmentation (Zhao et al., 2006), our preliminary experiments suggested that using the more fine-grained four class set {B, M, E, S} performed slightly better.