Several results in the word segmentation literature suggest that description length provides a useful estimate of segmentation quality in fully unsupervised settings.
since the space of potential segmentations grows exponentially with the length of the corpus, no tractable algorithm follows directly from the Minimum Description Length (MDL) principle.