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Contributions To Research On Machine Translation
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Book Synopsis Contributions to Research on Machine Translation by : David Kauchak
Download or read book Contributions to Research on Machine Translation written by David Kauchak and published by . This book was released on 2006 with total page 92 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the past few decades machine translation research has made major progress. A researcher now has access to many systems, both commercial and research, of varying levels of performance. In this thesis, we describe different methods that leverage these pre-existing systems as tools for research in machine translation and related fields. We first examine techniques for improving a translation system using additional text. The first method uses a monolingual corpus. Discrepancies are identified by translating a word list to a foreign language and back again. Entries where the original word and its double translation differ are used to learn word-level correction rules. The second method uses parallel bilingual data consisting of source language/target language sentence pairs. The source sentences are translated using a translation system, and a partial alignment is identified between the machine-translated sentences and the corresponding human-translated sentences in the target language. This alignment is used to generate phrase-level correction rules. Experimentally, both word-level and phrase-level correction rules result in improved translation performance. The learned word-level correction rules make 24,235 corrections on 20,000 Spanish to English translated sentences, with high accuracy. The learned phrase-level rules improve the translation performance (as measured by BLEU) of a French to English commercial system by 30%, and of a state of the art phrase-based system in a statistically significantly way. To train current statistical machine translation systems, bilingual examples of parallel sentences are used. Generating this data is costly, and currently feasible only in limited domains and languages. A fundamental question is whether every potential example is equally useful. We describe a ranking method for examples that scores individual sentence pairs based on the performance of translation systems trained on random subsets of the examples. When used to train a translation system, the top ranking examples result in a significantly better performing system than random selection of examples. Given these ranked examples, a model of example usefulness can potentially be learned to select the most useful unlabeled examples. Initial experiments show two previously used example features are good candidates for identifying useful examples. In the last part of this thesis we describe how automatic paraphrasing methods can be used to improve the accuracy of evaluation measures for machine translation. Given a human-generated reference sentence and a machine-generated translated sentence, we present a method that finds a paraphrase of the reference sentence that is closer in wording to the machine output than the original reference is. We show that using paraphrased reference sentences for evaluating a translation system output results in better correlation with human judgement of translation adequacy than using the original reference sentences.
Book Synopsis Learning Machine Translation by : Cyril Goutte
Download or read book Learning Machine Translation written by Cyril Goutte and published by MIT Press. This book was released on 2009 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: How Machine Learning can improve machine translation: enabling technologies and new statistical techniques.
Book Synopsis Progress in Machine Translation by : Sergei Nirenburg
Download or read book Progress in Machine Translation written by Sergei Nirenburg and published by IOS Press. This book was released on 1993 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Recent Advances in Example-Based Machine Translation by : M. Carl
Download or read book Recent Advances in Example-Based Machine Translation written by M. Carl and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent Advances in Example-Based Machine Translation is of relevance to researchers and program developers in the field of Machine Translation and especially Example-Based Machine Translation, bilingual text processing and cross-linguistic information retrieval. It is also of interest to translation technologists and localisation professionals. Recent Advances in Example-Based Machine Translation fills a void, because it is the first book to tackle the issue of EBMT in depth. It gives a state-of-the-art overview of EBMT techniques and provides a coherent structure in which all aspects of EBMT are embedded. Its contributions are written by long-standing researchers in the field of MT in general, and EBMT in particular. This book can be used in graduate-level courses in machine translation and statistical NLP.
Book Synopsis Early Years in Machine Translation by : W. John Hutchins
Download or read book Early Years in Machine Translation written by W. John Hutchins and published by John Benjamins Publishing. This book was released on 2000-01-01 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title details the history of the field of machine translation (MT) from its earliest years. It glimpses major figures through biographical accounts recounting the origin and development of research programmes as well as personal details and anecdotes on the impact of political and social events on MT developments.
Book Synopsis Innovation and Expansion in Translation Process Research by : Isabel Lacruz
Download or read book Innovation and Expansion in Translation Process Research written by Isabel Lacruz and published by John Benjamins Publishing Company. This book was released on 2018-01-15 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive research in translation and interpreting has reached a critical threshold of maturity that is triggering rapid expansion along exciting new paths that potentially lead to deeper connections with other disciplines. Innovation and Expansion in Translation Process Research reflects this broadening scope and reach, emphasizing ongoing methodological innovations, diversification of research topics and questions, and rich interactions with adjacent fields of research. The contributions to the volume can be grouped within four loosely defined themes: advances in traditional topics in translation process research, including problems in translation, translation competence or expertise, and specialization of translators; advances in research into the emotional or affective aspects of translating and translator training; innovations in machine translation and post-editing; expansion of cognitively-oriented translation studies to include editing processes and reception studies. This timely volume highlights the burgeoning growth, diversification, and connectivity of translation process research.
Book Synopsis Syntax-based Statistical Machine Translation by : Philip Williams
Download or read book Syntax-based Statistical Machine Translation written by Philip Williams and published by Morgan & Claypool Publishers. This book was released on 2016-08-01 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique book provides a comprehensive introduction to the most popular syntax-based statistical machine translation models, filling a gap in the current literature for researchers and developers in human language technologies. While phrase-based models have previously dominated the field, syntax-based approaches have proved a popular alternative, as they elegantly solve many of the shortcomings of phrase-based models. The heart of this book is a detailed introduction to decoding for syntax-based models. The book begins with an overview of synchronous-context free grammar (SCFG) and synchronous tree-substitution grammar (STSG) along with their associated statistical models. It also describes how three popular instantiations (Hiero, SAMT, and GHKM) are learned from parallel corpora. It introduces and details hypergraphs and associated general algorithms, as well as algorithms for decoding with both tree and string input. Special attention is given to efficiency, including search approximations such as beam search and cube pruning, data structures, and parsing algorithms. The book consistently highlights the strengths (and limitations) of syntax-based approaches, including their ability to generalize phrase-based translation units, their modeling of specific linguistic phenomena, and their function of structuring the search space.
Book Synopsis Towards Responsible Machine Translation by : Helena Moniz
Download or read book Towards Responsible Machine Translation written by Helena Moniz and published by Springer Nature. This book was released on 2023-03-01 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a contribution to the research community towards thinking and reflecting on what Responsible Machine Translation really means. It was conceived as an open dialogue across disciplines, from philosophy to law, with the ultimate goal of providing a wide spectrum of topics to reflect on. It covers aspects related to the development of Machine translation systems, as well as its use in different scenarios, and the societal impact that it may have. This text appeals to students and researchers in linguistics, translation, natural language processing, philosophy, and law as well as professionals working in these fields.
Book Synopsis Unity in Diversity by : Lynne Bowker
Download or read book Unity in Diversity written by Lynne Bowker and published by Routledge. This book was released on 2016-04-08 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Translation studies as a discipline has grown enormously in recent decades. Contributions to the discipline have come from a variety of fields, including machine translation, history, literature, philosophy, linguistics, terminology, signed language interpreting, screen translation, translation pedagogy, software localization and lexicography. There is evidently great diversity in translation studies, but is there much unity? Have the different branches of translation studies become so specialized that they can no longer talk to each other? Would translation studies be strengthened or weakened by the search for or the existence of unifying principles? This volume brings together contributions from feminist theory, screen translation, terminology, interpreting, computer-assisted translation, advertising, literature, linguistics, and translation pedagogy in order to counter the tendency to partition or exclude in translation studies. Machine translation specialists and literary translators should be found between the same book covers, if only because the nomadic journeying of concepts is often the key to intellectual discovery and renewal. Celebrating our differences does not mean ignoring what we have in common. Unity in Diversity offers a valuable overview of the current state of translation studies from both theoretical and practical perspectives and makes an important contribution to debates on the future direction of translation studies.
Book Synopsis Machine Translation by : Yorick Wilks
Download or read book Machine Translation written by Yorick Wilks and published by Springer Science & Business Media. This book was released on 2008-10-30 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: A history of machine translation (MT) from the point of view of a major writer and innovator in the field is the subject of this book. It details the deep differences between rival groups on how best to do MT, and presents a global perspective covering historical and contemporary systems in Europe, the US and Japan. The author considers MT as a fundamental part of Artificial Intelligence and the ultimate test-bed for all computational linguistics.
Book Synopsis Early Years in Machine Translation by : W. John Hutchins
Download or read book Early Years in Machine Translation written by W. John Hutchins and published by John Benjamins Publishing. This book was released on 2000-12-04 with total page 413 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine translation (MT) was one of the first non-numerical applications of the computer in the 1950s and 1960s. With limited equipment and programming tools, researchers from a wide range of disciplines (electronics, linguistics, mathematics, engineering, etc.) tackled the unknown problems of language analysis and processing, investigated original and innovative methods and techniques, and laid the foundations not just of current MT systems and computerized tools for translators but also of natural language processing in general. This volume contains contributions by or about the major MT pioneers from the United States, Russia, East and West Europe, and Japan, with recollections of personal experiences, colleagues and rivals, the political and institutional background, the successes and disappointments, and above all the challenges and excitement of a new field with great practical importance. Each article includes a personal bibliography, and the editor provides an overview, chronology and list of sources for the period.
Book Synopsis Machine Translation and Global Research by : Lynne Bowker
Download or read book Machine Translation and Global Research written by Lynne Bowker and published by Emerald Group Publishing. This book was released on 2019-05-01 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: Lynne Bowker and Jairo Buitrago Ciro introduce the concept of machine translation literacy, a new kind of literacy for scholars and librarians in the digital age. This book is a must-read for researchers and information professionals eager to maximize the global reach and impact of any form of scholarly work.
Book Synopsis Neural Machine Translation by : Philipp Koehn
Download or read book Neural Machine Translation written by Philipp Koehn and published by Cambridge University Press. This book was released on 2020-06-18 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to build machine translation systems with deep learning from the ground up, from basic concepts to cutting-edge research.
Book Synopsis Statistical Machine Translation by : Philipp Koehn
Download or read book Statistical Machine Translation written by Philipp Koehn and published by Cambridge University Press. This book was released on 2010 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis The Handbook of Translation and Cognition by : John W. Schwieter
Download or read book The Handbook of Translation and Cognition written by John W. Schwieter and published by John Wiley & Sons. This book was released on 2020-01-09 with total page 615 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Handbook of Translation and Cognition is a pioneering, state-of-the-art investigation of cognitive approaches to translation and interpreting studies (TIS). Offers timely and cutting-edge coverage of the most important theoretical frameworks and methodological innovations Contains original contributions from a global group of leading researchers from 18 countries Explores topics related to translator and workplace characteristics including machine translation, creativity, ergonomic perspectives, and cognitive effort, and competence, training, and interpreting such as multimodal processing, neurocognitive optimization, process-oriented pedagogies, and conceptual change Maps out future directions for cognition and translation studies, as well as areas in need of more research within this dynamic field
Book Synopsis Routledge Encyclopedia of Translation Technology by : Chan Sin-wai
Download or read book Routledge Encyclopedia of Translation Technology written by Chan Sin-wai and published by Routledge. This book was released on 2014-11-13 with total page 958 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Routledge Encyclopedia of Translation Technology provides a state-of-the art survey of the field of computer-assisted translation. It is the first definitive reference to provide a comprehensive overview of the general, regional and topical aspects of this increasingly significant area of study. The Encyclopedia is divided into three parts: Part One presents general issues in translation technology, such as its history and development, translator training and various aspects of machine translation, including a valuable case study of its teaching at a major university; Part Two discusses national and regional developments in translation technology, offering contributions covering the crucial territories of China, Canada, France, Hong Kong, Japan, South Africa, Taiwan, the Netherlands and Belgium, the United Kingdom and the United States Part Three evaluates specific matters in translation technology, with entries focused on subjects such as alignment, bitext, computational lexicography, corpus, editing, online translation, subtitling and technology and translation management systems. The Routledge Encyclopedia of Translation Technology draws on the expertise of over fifty contributors from around the world and an international panel of consultant editors to provide a selection of articles on the most pertinent topics in the discipline. All the articles are self-contained, extensively cross-referenced, and include useful and up-to-date references and information for further reading. It will be an invaluable reference work for anyone with a professional or academic interest in the subject.
Book Synopsis Translation in Context by : Andrew Chesterman
Download or read book Translation in Context written by Andrew Chesterman and published by John Benjamins Publishing. This book was released on 2000-01-01 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title is a collection of contributions illustrating research interests and achivements in translation studies at the turn of the 21st century. The contributions show how the context of translation has expanded to cover documentation techniques, cultural and psychological factors, computer tools, ideological issues, media translation and methodologies. A total of 32 papers deal with aspects such as conceptual analysis in translation studies, situational, sociological and political factors, and psychological and cognitive aspects of translation.
