Our model with the capacity to use both a topic-specific vocabulary and a common vocabulary (with common) produces better segmentation scores, ending up with at least 2.5% better absolute F-scores than its context-oblivious counterpart (baseline).
this suggests that the broader context in which sentences are uttered may help in the word segmentation process, and could presumably be used at various stages of language development.