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Moses: Open Source Toolkit for Statistical Machine Translation

Introduces Moses, an open-source statistical machine translation toolkit with linguistic factors, confusion network decoding, and efficient data formats.

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Moses: Open Source Toolkit for Statistical Machine Translation

By Philipp Koehn, Hieu T. Hoang, Alexandra Birch et al.Annual Meeting of the Association for Computational Linguistics
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The paper describes Moses, an open-source toolkit for statistical machine translation. Its novel contributions are threefold: support for linguistically motivated factors, confusion network decoding, and efficient data formats for translation models and language models. These features extend the standard statistical machine translation decoder with richer linguistic representation and more flexible handling of ambiguous input.

In addition to the SMT decoder itself, the toolkit includes a wide variety of tools for training, tuning, and applying the system to many translation tasks. By bundling the decoder together with this end-to-end tooling as open source, Moses gave researchers and practitioners a complete, reusable pipeline covering the full workflow of building and running statistical machine translation systems.

Abstract

This paper describes Moses, an open-source toolkit for statistical machine translation. Its novel contributions are support for linguistically motivated factors, confusion network decoding, and efficient data formats for translation models and language models. Beyond the SMT decoder, the toolkit bundles a wide range of tools for training, tuning, and applying the system across many translation tasks.

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statistical machine translationopen-source toolkitMosesconfusion network decodinglanguage models
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Moses: Open Source Toolkit for Statistical Machine Translation | Aramai