Proceedings Of The Second Conference On Empirical Methods In Natural Language Processing

Author : Anders Søgaard
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1681730642
Total Pages : 134 pages
Book Rating : 4.6/5 (817 download)

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Download or read book Cross-Lingual Word Embeddings written by Anders Søgaard and published by Morgan & Claypool Publishers. This book was released on 2019-06-04 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: The majority of natural language processing (NLP) is English language processing, and while there is good language technology support for (standard varieties of) English, support for Albanian, Burmese, or Cebuano—and most other languages—remains limited. Being able to bridge this digital divide is important for scientific and democratic reasons but also represents an enormous growth potential. A key challenge for this to happen is learning to align basic meaning-bearing units of different languages. In this book, the authors survey and discuss recent and historical work on supervised and unsupervised learning of such alignments. Specifically, the book focuses on so-called cross-lingual word embeddings. The survey is intended to be systematic, using consistent notation and putting the available methods on comparable form, making it easy to compare wildly different approaches. In so doing, the authors establish previously unreported relations between these methods and are able to present a fast-growing literature in a very compact way. Furthermore, the authors discuss how best to evaluate cross-lingual word embedding methods and survey the resources available for students and researchers interested in this topic.