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A Feature-Rich Constituent Context Model for Grammar Induction

Dave Golland
John DeNero
Jakob Uszkoreit
Proceedings of the Association for Computational Linguistics (2012)


We present LLCCM, a log-linear variant of the constituent context model (CCM) of grammar induction. LLCCM retains the simplicity of the original CCM but extends robustly to long sentences. On sentences of up to length 40, LLCCM outperforms CCM by 13.9% brack- eting F1 and outperforms a right-branching baseline in regimes where CCM does not.