Linguistically Motivated Statistical Machine Translation

Models and Algorithms

Deyi Xiong, Min Zhang

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Springer Singapore img Link Publisher

Geisteswissenschaften, Kunst, Musik / Allgemeine und Vergleichende Sprachwissenschaft

Beschreibung

This book provides a wide variety of algorithms and models to integrate linguistic knowledge into Statistical Machine Translation (SMT). It helps advance conventional SMT to linguistically motivated SMT by enhancing the following three essential components: translation, reordering and bracketing models. It also serves the purpose of promoting the in-depth study of the impacts of linguistic knowledge on machine translation. Finally it provides a systematic introduction of Bracketing Transduction Grammar (BTG) based SMT, one of the state-of-the-art SMT formalisms, as well as a case study of linguistically motivated SMT on a BTG-based platform.

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Schlagwörter

Semantics-based machine translation, Reordering model, Bracketing model, Statistical machine translation, Syntax-based machine translation, Bracketing transduction grammar, Linguistically motivated statistical machine translation, Semantically informed reordering, Language model