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Cross-Lingual Word Embeddings

Af: Ivan Vulic, Manaal Faruqui, Anders Søgaard, Sebastian Ruder Engelsk Paperback

Cross-Lingual Word Embeddings

Af: Ivan Vulic, Manaal Faruqui, Anders Søgaard, Sebastian Ruder Engelsk Paperback
Tjek vores konkurrenters priser

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.

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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.

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Se mere i:
Produktdetaljer
Sprog: Engelsk
Sider: 120
ISBN-13: 9783031010439
Indbinding: Paperback
Udgave:
ISBN-10: 3031010434
Kategori: Naturligt sprog og maskinoversættelse
Udg. Dato: 5 jun 2019
Længde: 0mm
Bredde: 191mm
Højde: 235mm
Forlag: Springer International Publishing AG
Oplagsdato: 5 jun 2019
Forfatter(e): Ivan Vulic, Manaal Faruqui, Anders Søgaard, Sebastian Ruder
Forfatter(e) Ivan Vulic, Manaal Faruqui, Anders Søgaard, Sebastian Ruder

Kategori Naturligt sprog og maskinoversættelse

ISBN-13 9783031010439

Sprog Engelsk

Indbinding Paperback

Sider 120

Udgave

Længde 0mm

Bredde 191mm

Højde 235mm

Udg. Dato 5 jun 2019

Oplagsdato 5 jun 2019

Forlag Springer International Publishing AG

Kategori sammenhænge