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From baby steps to Leapfrog: how "Less is More" in unsupervised dependency parsing

north american chapter of the association for computational linguistics, (2011)

Cited by: 134|Views41
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Abstract

We present three approaches for unsupervised grammar induction that are sensitive to data complexity and apply them to Klein and Manning's Dependency Model with Valence. The first, Baby Steps, bootstraps itself via iterated learning of increasingly longer sentences and requires no initialization. This method substantially exceeds Klein an...More

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