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Nov 07, 2019
Computation and Language

Using Interlinear Glosses as Pivot in Low-Resource Multilingual Machi…

We demonstrate a new approach to Neural Machine Translation (NMT) for low-resource languages using a ubiquitous linguistic resource, Interlinear Glos…
Apr 21, 2018
Computation and Language

Massively Parallel Cross-Lingual Learning in Low-Resource Target La…

We work on translation from rich-resource languages to low-resource languages. The main challenges we identify are the lack of low-resource language …
Nov 07, 2019
Computation and Language

Using Interlinear Glosses as Pivot in Low-Resource Multilingual Machi…

We demonstrate a new approach to Neural Machine Translation (NMT) for low-resource languages using a ubiquitous linguistic resource, Interlinear Glos…
Aug 25, 2018
Computation and Language

Paraphrases as Foreign Languages in Multilingual Neural Machine Tra…

Paraphrases, the rewordings of the same semantic meaning, are useful for improving generalization and translation. However, prior works only explore …
Aug 25, 2018
Computation and Language

Paraphrases as Foreign Languages in Multilingual Neural Machine Tra…

Using paraphrases, the expression of the same semantic meaning in different words, to improve generalization and translation performance is often use…
Nov 07, 2019
Computation and Language

We use a morphological analyzer and dictionary produced by aligning parallel data to automatically generate gloss, and use gloss-to-target attentional NMT with BPE to produce the final target translation. We produce meaningful translation that prese…

Low-Resource Machine Translation using Interlinear Glosses

Neural Machine Translation (NMT) does not handle low-resource translation well because NMT is data-hungry and low-resource languages, by their nature…
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