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Collapsed Variational Bayesian Inference for PCFGs

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Figure

Figure 1: Graphical representations of the PCFG with nfor Gibbs sampling (b), collapsed Gibbs sampling (c), variational Bayesian inference (d), and collapsed = 3 trees (a), and the (approximate) posteriorsvariational Bayesian inference (e)
Figure 4: A fragment of a tree structure
Figure 5: Perplexities averaged over 5 runs on theextracted corpus of Sotho verbs.
Figure 6: DMV trained by EM, VB and CVB. F1scores on section 23, WSJ.

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