Expoiting Syntactic Structure for Language Modeling

Details Expoiting Syntactic Structure for Language Modeling Expoiting Syntactic Structure for Language Modeling

1998-11-12

arxiv.org/abs/cs/9811022v2

Proceedings of ACL'98, Montreal, Canada

Computer Science

Computation and Language

changed ACM-class membership and buggy author names

Scientific paper

The paper presents a language model that develops syntactic structure and uses it to extract meaningful information from the word history, thus enabling the use of long distance dependencies. The model assigns probability to every joint sequence of words--binary-parse-structure with headword annotation and operates in a left-to-right manner --- therefore usable for automatic speech recognition. The model, its probabilistic parameterization, and a set of experiments meant to evaluate its predictive power are presented; an improvement over standard trigram modeling is achieved.

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