Machine Translation: From Real Users to Research

Machine Translation: From Real Users to Research PDF

Author: Robert E. Frederking

Publisher: Springer Science & Business Media

Published: 2004-09-21

Total Pages: 291

ISBN-13: 3540233008

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The previous conference in this series (AMTA 2002) took up the theme “From Research to Real Users”, and sought to explore why recent research on data-driven machine translation didn’t seem to be moving to the marketplace. As it turned out, the ?rst commercial products of the data-driven research movement were just over the horizon, andintheinterveningtwoyearstheyhavebeguntoappearinthemarketplace. Atthesame time,rule-basedmachinetranslationsystemsareintroducingdata-driventechniquesinto the mix in their products. Machine translation as a software application has a 50-year history. There are an increasing number of exciting deployments of MT, many of which will be exhibited and discussed at the conference. But the scale of commercial use has never approached the estimates of the latent demand. In light of this, we reversed the question from AMTA 2002, to look at the next step in the path to commercial success for MT. We took user needs as our theme, and explored how or whether market requirements are feeding into research programs. The transition of research discoveries to practical use involves te- nicalquestionsthatarenotassexyasthosethathavedriventheresearchcommunityand research funding. Important product issues such as system customizability, computing resource requirements, and usability and ?tness for particular tasks need to engage the creativeenergiesofallpartsofourcommunity,especiallyresearch,aswemovemachine translation from a niche application to a more pervasive language conversion process. Thesetopicswereaddressedattheconferencethroughthepaperscontainedinthesep- ceedings, and even more speci?cally through several invited presentations and panels.

Machine Translation: From Research to Real Users

Machine Translation: From Research to Real Users PDF

Author: Association for Machine Translation in the Americas. Conference

Publisher: Springer Science & Business Media

Published: 2002-09-24

Total Pages: 275

ISBN-13: 3540442820

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This book constitutes the refereed proceedings of the 5th Conference of the Association for Machine Translation in the Americas, AMTA 2002, held in Tiburon, CA, USA, in October 2002. The 18 revised full technical papers, 3 user studies, and 9 system descriptions presented were carefully reviewed and selected for inclusion in the book. Among the issues addressed are hybrid translation environments, resource-limited MT, statistical word-level alignment, word formation rules, rule learning, web-based MT, translation divergences, example-based MT, data-driven MT, classification, contextual translation, the lexicon building process, commercial MT systems, speeck-to-speech translation, and language checking systems.

Envisioning Machine Translation in the Information Future

Envisioning Machine Translation in the Information Future PDF

Author: John S. White

Publisher: Springer

Published: 2003-07-31

Total Pages: 269

ISBN-13: 3540399658

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Envisioning Machine Translation in the Information Future When the organizing committee of AMTA-2000 began planning, it was in that brief moment in history when we were absorbed in contemplation of the passing of the century and the millennium. Nearly everyone was comparing lists of the most important accomplishments and people of the last 10, 100, or 1000 years, imagining the radical changes likely over just the next few years, and at least mildly anxious about the potential Y2K apocalypse. The millennial theme for the conference, “Envisioning MT in the Information Future,” arose from this period. The year 2000 has now come, and nothing terrible has happened (yet) to our electronic infrastructure. Our musings about great people and events probably did not ennoble us much, and whatever sense of jubilee we held has since dissipated. So it may seem a bit obsolete or anachronistic to cast this AMTA conference into visionary themes.

Machine Translation and the Information Soup

Machine Translation and the Information Soup PDF

Author: Association for Machine Translation in the Americas. Conference

Publisher: Springer

Published: 1998

Total Pages: 622

ISBN-13:

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This book constitutes the proceedings of the Third Conference of the Association for Machine Translation in the Americas, AMTA'98, held in Langhorne, PA, USA, in November 1998. The book presents 43 revised full papers carefully reviewed and selected for inclusion in the proceedings together with nine systems descriptions. Among the topics covered are lexicon extraction, quality and robustness in MT, MT systems, parsing, cross-language information retrieval, lexical semantics, statistical methods, MT and the Internet, data mining, reuse of translated terms, multilingual information systems, etc.

Statistical Machine Translation

Statistical Machine Translation PDF

Author: Philipp Koehn

Publisher: Cambridge University Press

Published: 2010

Total Pages: 447

ISBN-13: 0521874157

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The dream of automatic language translation is now closer thanks to recent advances in the techniques that underpin statistical machine translation. This class-tested textbook from an active researcher in the field, provides a clear and careful introduction to the latest methods and explains how to build machine translation systems for any two languages. It introduces the subject's building blocks from linguistics and probability, then covers the major models for machine translation: word-based, phrase-based, and tree-based, as well as machine translation evaluation, language modeling, discriminative training and advanced methods to integrate linguistic annotation. The book also reports the latest research, presents the major outstanding challenges, and enables novices as well as experienced researchers to make novel contributions to this exciting area. Ideal for students at undergraduate and graduate level, or for anyone interested in the latest developments in machine translation.

Machine Translation: From Research to Real Users

Machine Translation: From Research to Real Users PDF

Author: Stephen D. Richardson

Publisher: Springer

Published: 2003-06-30

Total Pages: 258

ISBN-13: 9783540458203

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AMTA 2002: From Research to Real Users Ever since the showdown between Empiricists and Rationalists a decade ago at TMI 92, MT researchers have hotly pursued promising paradigms for MT, including da- driven approaches (e.g., statistical, example-based) and hybrids that integrate these with more traditional rule-based components. During the same period, commercial MT systems with standard transfer archit- tures have evolved along a parallel and almost unrelated track, increasing their cov- age (primarily through manual update of their lexicons, we assume) and achieving much broader acceptance and usage, principally through the medium of the Internet. Webpage translators have become commonplace; a number of online translation s- vices have appeared, including in their offerings both raw and postedited MT; and large corporations have been turning increasingly to MT to address the exigencies of global communication. Still, the output of the transfer-based systems employed in this expansion represents but a small drop in the ever-growing translation marketplace bucket.