Chafe (1988) confirms that punctuation in written language has a strong correspondence with intonational phrase boundaries, and an assumption like ours has been successfully implemented in speech synthesis systems (Black and Lenzo, 2000).
we include bigrams containing punctuation as splitpoints in our proxy labels.