Figure 1: 
The generative story of a sentence. Given an unpunctuated tree T at top, at each node w ∈ T, the Attach process stochastically attaches a left puncteme l and a right puncteme r, which may be empty. The resulting tree T′ has underlying punctuation u. Each slot’s punctuation ui ∈ u is rewritten to xi ∈ x by NoisyChannel.

The generative story of a sentence. Given an unpunctuated tree T at top, at each node w ∈ T, the Attach process stochastically attaches a left puncteme l and a right puncteme r, which may be empty. The resulting tree T′ has underlying punctuation u. Each slot’s punctuation ui ∈ u is rewritten to xi ∈ x by NoisyChannel.

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