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  1. Statistical MT Systems A division of labor Use of Bayes Rule (“the noisy channel model”) allows a division of labor: Job of the translation model P(E|S) is just to model how various Spanish words typically get translated into English (perhaps in a certain context) P(E|S) doesn’t have to worry about language-particular facts about English ...

  2. Statistical Machine Translation The field of machine translation has recently been energized by the emer-gence of statistical techniques, which have brought the dream of automatic language translation closer to reality. This class-tested textbook, authored by an active researcher in the field, provides a gentle and accessible intro-

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  4. Statistical Approaches (1) Idea: translation via machine learning 1. Design a language-independent model that describes how to translate from one language to another and assign a probability/cost to each possible translation. 2. A model has a large number of parameters. These are learned from bilingual data (parallel corpora). → ” Training ...

  5. Part I - Introduction Alexander Fraser CIS, LMU München 2013.10.07 Seminar: Open Source MT * * * * the car is running * the car is running * * Next slide was "Further slides on manual evaluation" – I showed Callison-Burch BLEU here * * Outline Machine translation Data-driven machine translation Parallel corpora Sentence alignment Overview of statistical machine translation Evaluation of ...

    • Alexander Fraser
    • alex
    • 1/18/1998 6:37:32 PM
  6. IIT Bombay. What is Statistical Relational Learning? SRL is a sub discipline of Machine Learning which borrows heavily from Probability, Statistics and First Order Logic. It is used in domains which are uncertain and have a complex relational structure.

  7. Feb 5, 2011 · Machine translation is the study of designingsystemsthat translate from one humanlanguage in to another. Machine translation system essentiallytakes a text in one language (called the source language), and translate itintoanotherlanguage(calledtargetlanguage). The source and targetlanguage are naturallanguagessuch as english and hindi. 2

  8. Jan 28, 2013 · Summary: A Sense-Based Translation Model for Statistical Machine Translation Predicting Power Relations between Participants in Written Dialog from a Sing... Hiroshi Matsumoto

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