Download or read book Quality Estimation for Machine Translation written by Lucia Specia and published by Springer Nature. This book was released on 2022-05-31 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many applications within natural language processing involve performing text-to-text transformations, i.e., given a text in natural language as input, systems are required to produce a version of this text (e.g., a translation), also in natural language, as output. Automatically evaluating the output of such systems is an important component in developing text-to-text applications. Two approaches have been proposed for this problem: (i) to compare the system outputs against one or more reference outputs using string matching-based evaluation metrics and (ii) to build models based on human feedback to predict the quality of system outputs without reference texts. Despite their popularity, reference-based evaluation metrics are faced with the challenge that multiple good (and bad) quality outputs can be produced by text-to-text approaches for the same input. This variation is very hard to capture, even with multiple reference texts. In addition, reference-based metrics cannot be used in production (e.g., online machine translation systems), when systems are expected to produce outputs for any unseen input. In this book, we focus on the second set of metrics, so-called Quality Estimation (QE) metrics, where the goal is to provide an estimate on how good or reliable the texts produced by an application are without access to gold-standard outputs. QE enables different types of evaluation that can target different types of users and applications. Machine learning techniques are used to build QE models with various types of quality labels and explicit features or learnt representations, which can then predict the quality of unseen system outputs. This book describes the topic of QE for text-to-text applications, covering quality labels, features, algorithms, evaluation, uses, and state-of-the-art approaches. It focuses on machine translation as application, since this represents most of the QE work done to date. It also briefly describes QE for several other applications, including text simplification, text summarization, grammatical error correction, and natural language generation.
Download or read book Translation Quality Assessment written by Joss Moorkens and published by Springer. This book was released on 2018-07-13 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first volume that brings together research and practice from academic and industry settings and a combination of human and machine translation evaluation. Its comprehensive collection of papers by leading experts in human and machine translation quality and evaluation who situate current developments and chart future trends fills a clear gap in the literature. This is critical to the successful integration of translation technologies in the industry today, where the lines between human and machine are becoming increasingly blurred by technology: this affects the whole translation landscape, from students and trainers to project managers and professionals, including in-house and freelance translators, as well as, of course, translation scholars and researchers. The editors have broad experience in translation quality evaluation research, including investigations into professional practice with qualitative and quantitative studies, and the contributors are leading experts in their respective fields, providing a unique set of complementary perspectives on human and machine translation quality and evaluation, combining theoretical and applied approaches.
Download or read book Quality Assurance and Assessment Practices in Translation and Interpreting written by Huertas-Barros, Elsa and published by IGI Global. This book was released on 2018-07-27 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of translation memories and machine translation have led to new quality assurance practices where translators have found themselves checking not only human translation but also machine translation outputs. As a result, the notions of revision and interpersonal competences have gained great importance with international projects recognizing them as high priorities. Quality Assurance and Assessment Practices in Translation and Interpreting is a critical scholarly resource that serves as a guide to overcoming the challenge of how translation and interpreting results should be observed, given feedback, and assessed. It also informs the design of new ways of evaluating students as well as suggesting criteria for professional quality control. Featuring coverage on a broad range of topics such as quality management, translation tests, and competency-based assessments, this book is geared towards translators, interpreters, linguists, academicians, translation and interpreting researchers, and students seeking current research on the new ways of evaluating students as well as suggesting criteria for professional quality control in translation.
Download or read book The Human Factor in Machine Translation written by Sin-wai Chan and published by Routledge. This book was released on 2018-05-08 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine translation has become increasingly popular, especially with the introduction of neural machine translation in major online translation systems. However, despite the rapid advances in machine translation, the role of a human translator remains crucial. As illustrated by the chapters in this book, man-machine interaction is essential in machine translation, localisation, terminology management, and crowdsourcing translation. In fact, the importance of a human translator before, during, and after machine processing, cannot be overemphasised as human intervention is the best way to ensure the translation quality of machine translation. This volume explores the role of a human translator in machine translation from various perspectives, affording a comprehensive look at this topical research area. This book is essential reading for anyone involved in translation studies, machine translation or interested in translation technology.
Download or read book Perspectives on Translation Quality written by Ilse Depraetere and published by Walter de Gruyter. This book was released on 2011-11-30 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: The volume is a collection of papers that deal with the issue of translation quality from a number of perspectives. It addresses the quality of human translation and machine translation, of pragmatic and literary translation, of translations done by students and by professional translators. Quality is not merely looked at from a linguistic point of view, but the wider context of QA in the translation workflow also gets ample attention. The authors take an inductive approach: the papers are based on the analysis of translation data and/or on hands-on experience. The book provides a bird's eye view of the crucial quality issues, the close collaboration between academics and industry professionals safeguarding attention for quality in the 'real world'. For this reason, the methodological stance is likely to inspire the applied researcher. The analyses and descriptions also include best practices for translation trainers, professional translators and project managers.
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.
Download or read book A Model for Translation Quality Assessment written by Juliane House and published by . This book was released on 1977 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Machine Translation written by Junhui Li and published by Springer Nature. This book was released on 2021-01-13 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th China Conference on Machine Translation, CCMT 2020, held in Hohhot, China, in October 2020. The 13 papers presented in this volume were carefully reviewed and selected from 78 submissions and focus on all aspects of machine translation, including preprocessing, neural machine translation models, hybrid model, evaluation method, and post-editing.
Download or read book Human Issues in Translation Technology written by Dorothy Kenny and published by Taylor & Francis. This book was released on 2017-01-12 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides a new perspective and focus on the human dimension Offers a new critical approach to the subject, drawing on a range of theories from cognitive to social and psychological Provides empirical evidence of what the technologization of the workplace means to translators
Download or read book Translation Quality Assessment written by Juliane House and published by Routledge. This book was released on 2014-10-24 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: Translation Quality Assessment has become one of the key issues in translation studies. This comprehensive and up-to-date treatment of translation evaluation makes explicit the grounds of judging the worth of a translation and emphasizes that translation is, at its core, a linguistic art. Written by the author of the world’s best known model of translation quality assessment, Juliane House provides an overview of relevant contemporary interdisciplinary research on intercultural communication and globalization research, corpus and psycho- and neurolinguistic studies. House also acknowledges the importance of socio-cultural and situational context in which texts are embedded, and which need to be analysed when they are transferred through space and time in acts of translation but also highlights the linguistic art form of translation. The text includes a newly revised and presented model of translation quality assessment which, like its predecessor, relies on detailed textual and culturally informed contextual analysis and comparison. The test cases also show that there are two steps in translation evaluation: firstly analysis, description and explanation; secondly, judgements of value, socio-cultural relevance and appropriateness. The second is futile without the first: to judge is easy, to understand less so. Translation Quality Assessment is an invaluable resource for students and researchers of Translation Studies and Intercultural Communication, as well as for professional translators.
Download or read book Machine Translation Systems written by Jonathan Slocum and published by . This book was released on 1988 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:
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.
Download or read book Translation Quality Assessment written by Juliane House and published by Gunter Narr Verlag. This book was released on 1997 with total page 222 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Recent Trends in Computational Intelligence written by Ali Sadollah and published by BoD – Books on Demand. This book was released on 2020-05-06 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditional models struggle to cope with complexity, noise, and the existence of a changing environment, while Computational Intelligence (CI) offers solutions to complicated problems as well as reverse problems. The main feature of CI is adaptability, spanning the fields of machine learning and computational neuroscience. CI also comprises biologically-inspired technologies such as the intellect of swarm as part of evolutionary computation and encompassing wider areas such as image processing, data collection, and natural language processing. This book aims to discuss the usage of CI for optimal solving of various applications proving its wide reach and relevance. Bounding of optimization methods and data mining strategies make a strong and reliable prediction tool for handling real-life applications.
Download or read book Computers and Translation written by H. L. Somers and published by John Benjamins Publishing. This book was released on 2003-01-01 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designed for translators and other professional linguists, this work attempts to clarify, explain and exemplify the impact that computers have had and are having on their profession. The book concerns machine translation, computer-aided translation and the future of translation and the computer.
Download or read book Audiovisual Translation written by Yves Gambier and published by John Benjamins Publishing Company. This book was released on 2018-06-15 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: The exponential growth of Audiovisual Translation (AVT) in the last three decades has consolidated its place as an area of study within Translation Studies (TS). However, AVT is still a young domain currently exploring a number of different lines of inquiry without a specific methodological and theoretical framework. This volume discusses the advantages and drawbacks of ten approaches to AVT and highlights the potential avenues opened up by new methods. Our aim is to jumpstart the discussion on the (in)adequacy of the methodologies imported from other disciplines and the need (or not) for a conceptual apparatus and framework of analysis specific to AVT. This collective work relates to recent edited volumes that seek to take stock on research in AVT, but it distinguishes itself from those publications by promoting links in what is now a very fragmented field. Originally published as a special issue of Target 28:2 (2016).
Download or read book Post editing of Machine Translation written by Laura Winther Balling and published by Cambridge Scholars Publishing. This book was released on 2014-03-17 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: Post-editing is possibly the oldest form of human-machine cooperation for translation. It has been a common practice for just about as long as operational machine translation systems have existed. Recently, however, there has been a surge of interest in post-editing among the wider user community, partly due to the increasing quality of machine translation output, but also to the availability of free, reliable software for both machine translation and post-editing. As a result, the practices and processes of the translation industry are changing in fundamental ways. This volume is a compilation of work by researchers, developers and practitioners of post-editing, presented at two recent events on post-editing: The first Workshop on Post-editing Technology and Practice, held in conjunction with the 10th Conference of the Association for Machine Translation in the Americas, held in San Diego, in 2012; and the International Workshop on Expertise in Translation and Post-editing Research and Application, held at the Copenhagen Business School, in 2012.
