Language Acquisition as Statistical Inference

Probabilistic grammars define a set of well-formed or grammatical linguistic structures, just as all grammars do. But in addition probabilistic grammars also define probability distributions over these structures, which a statistical inference procedure can exploit. This paper describes two simple statistical inference procedures for probabilistic grammars and discusses some of the challenge