Joint Training for Neural Machine Translation
tarafından
Cheng, Yong. author.
Başlık
:
Joint Training for Neural Machine Translation
Yazar
:
Cheng, Yong. author.
ISBN
:
9789813297487
Yazar
:
Cheng, Yong. author.
Edisyon
:
1st ed. 2019.
Fiziksel Niteleme
:
XIII, 78 p. 23 illus., 9 illus. in color. online resource.
Seri
:
Springer Theses, Recognizing Outstanding Ph.D. Research,
İçindekiler
:
1. Introduction -- 2. Neural Machine Translation -- 3. Agreement-based Joint Training for Bidirectional Attention-based Neural Machine Translation -- 4. Semi-supervised Learning for Neural Machine Translation -- 5. Joint Training for Pivot-based Neural Machine Translation -- 6. Joint Modeling for Bidirectional Neural Machine Translation with Contrastive Learning -- 7. Related Work -- 8. Conclusion.
Özet
:
This book presents four approaches to jointly training bidirectional neural machine translation (NMT) models. First, in order to improve the accuracy of the attention mechanism, it proposes an agreement-based joint training approach to help the two complementary models agree on word alignment matrices for the same training data. Second, it presents a semi-supervised approach that uses an autoencoder to reconstruct monolingual corpora, so as to incorporate these corpora into neural machine translation. It then introduces a joint training algorithm for pivot-based neural machine translation, which can be used to mitigate the data scarcity problem. Lastly it describes an end-to-end bidirectional NMT model to connect the source-to-target and target-to-source translation models, allowing the interaction of parameters between these two directional models.
Konu Başlığı
:
Natural language processing (Computer science).
Artificial intelligence.
Computer logic.
Natural Language Processing (NLP). https://scigraph.springernature.com/ontologies/product-market-codes/I21040
Logic in AI. https://scigraph.springernature.com/ontologies/product-market-codes/I21020
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
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Electronic Book | 428463-1001 | QA76.9 .N38 | Springer E-Book Collection |