Bayesian nonparametrics

Toward Bayesian Synchronous Tree Substitution Grammars for Sentence Planning

Toward Bayesian Synchronous Tree Substitution Grammars for Sentence Planning

Developing conventional natural language generation systems requires extensive attention from human experts in order to craft complex sets of sentence planning rules. We propose a Bayesian nonparametric approach to learn sentence planning rules by …

Learning Sentence Planning Rules with Bayesian Methods

Data-driven natural language generation (NLG) is not a new concept. For decades, researchers have been studying corpora to inform their development of NLG systems. More recently, this interest has shifted away from rule-based systems to fully …