Matches in SemOpenAlex for { <https://semopenalex.org/work/W4301388549> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4301388549 abstract "We propose a simple solution to use a single Neural Machine Translation (NMT) model to translate between multiple languages. Our solution requires no change in the model architecture from our base system but instead introduces an artificial token at the beginning of the input sentence to specify the required target language. The rest of the model, which includes encoder, decoder and attention, remains unchanged and is shared across all languages. Using a shared wordpiece vocabulary, our approach enables Multilingual NMT using a single model without any increase in parameters, which is significantly simpler than previous proposals for Multilingual NMT. Our method often improves the translation quality of all involved language pairs, even while keeping the total number of model parameters constant. On the WMT'14 benchmarks, a single multilingual model achieves comparable performance for English$rightarrow$French and surpasses state-of-the-art results for English$rightarrow$German. Similarly, a single multilingual model surpasses state-of-the-art results for French$rightarrow$English and German$rightarrow$English on WMT'14 and WMT'15 benchmarks respectively. On production corpora, multilingual models of up to twelve language pairs allow for better translation of many individual pairs. In addition to improving the translation quality of language pairs that the model was trained with, our models can also learn to perform implicit bridging between language pairs never seen explicitly during training, showing that transfer learning and zero-shot translation is possible for neural translation. Finally, we show analyses that hints at a universal interlingua representation in our models and show some interesting examples when mixing languages." @default.
- W4301388549 created "2022-10-05" @default.
- W4301388549 creator A5010755869 @default.
- W4301388549 creator A5014055962 @default.
- W4301388549 creator A5039276358 @default.
- W4301388549 creator A5056111015 @default.
- W4301388549 creator A5056830118 @default.
- W4301388549 creator A5059594867 @default.
- W4301388549 creator A5061781510 @default.
- W4301388549 creator A5067705729 @default.
- W4301388549 creator A5068955381 @default.
- W4301388549 creator A5076150774 @default.
- W4301388549 creator A5081307073 @default.
- W4301388549 creator A5088551093 @default.
- W4301388549 date "2016-11-14" @default.
- W4301388549 modified "2023-09-25" @default.
- W4301388549 title "Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation" @default.
- W4301388549 doi "https://doi.org/10.48550/arxiv.1611.04558" @default.
- W4301388549 hasPublicationYear "2016" @default.
- W4301388549 type Work @default.
- W4301388549 citedByCount "0" @default.
- W4301388549 crossrefType "posted-content" @default.
- W4301388549 hasAuthorship W4301388549A5010755869 @default.
- W4301388549 hasAuthorship W4301388549A5014055962 @default.
- W4301388549 hasAuthorship W4301388549A5039276358 @default.
- W4301388549 hasAuthorship W4301388549A5056111015 @default.
- W4301388549 hasAuthorship W4301388549A5056830118 @default.
- W4301388549 hasAuthorship W4301388549A5059594867 @default.
- W4301388549 hasAuthorship W4301388549A5061781510 @default.
- W4301388549 hasAuthorship W4301388549A5067705729 @default.
- W4301388549 hasAuthorship W4301388549A5068955381 @default.
- W4301388549 hasAuthorship W4301388549A5076150774 @default.
- W4301388549 hasAuthorship W4301388549A5081307073 @default.
- W4301388549 hasAuthorship W4301388549A5088551093 @default.
- W4301388549 hasBestOaLocation W43013885491 @default.
- W4301388549 hasConcept C104317684 @default.
- W4301388549 hasConcept C105580179 @default.
- W4301388549 hasConcept C111919701 @default.
- W4301388549 hasConcept C118505674 @default.
- W4301388549 hasConcept C137293760 @default.
- W4301388549 hasConcept C138885662 @default.
- W4301388549 hasConcept C149364088 @default.
- W4301388549 hasConcept C154775046 @default.
- W4301388549 hasConcept C154945302 @default.
- W4301388549 hasConcept C185592680 @default.
- W4301388549 hasConcept C203005215 @default.
- W4301388549 hasConcept C204321447 @default.
- W4301388549 hasConcept C24687705 @default.
- W4301388549 hasConcept C2777530160 @default.
- W4301388549 hasConcept C38652104 @default.
- W4301388549 hasConcept C41008148 @default.
- W4301388549 hasConcept C41895202 @default.
- W4301388549 hasConcept C48145219 @default.
- W4301388549 hasConcept C55493867 @default.
- W4301388549 hasConceptScore W4301388549C104317684 @default.
- W4301388549 hasConceptScore W4301388549C105580179 @default.
- W4301388549 hasConceptScore W4301388549C111919701 @default.
- W4301388549 hasConceptScore W4301388549C118505674 @default.
- W4301388549 hasConceptScore W4301388549C137293760 @default.
- W4301388549 hasConceptScore W4301388549C138885662 @default.
- W4301388549 hasConceptScore W4301388549C149364088 @default.
- W4301388549 hasConceptScore W4301388549C154775046 @default.
- W4301388549 hasConceptScore W4301388549C154945302 @default.
- W4301388549 hasConceptScore W4301388549C185592680 @default.
- W4301388549 hasConceptScore W4301388549C203005215 @default.
- W4301388549 hasConceptScore W4301388549C204321447 @default.
- W4301388549 hasConceptScore W4301388549C24687705 @default.
- W4301388549 hasConceptScore W4301388549C2777530160 @default.
- W4301388549 hasConceptScore W4301388549C38652104 @default.
- W4301388549 hasConceptScore W4301388549C41008148 @default.
- W4301388549 hasConceptScore W4301388549C41895202 @default.
- W4301388549 hasConceptScore W4301388549C48145219 @default.
- W4301388549 hasConceptScore W4301388549C55493867 @default.
- W4301388549 hasLocation W43013885491 @default.
- W4301388549 hasOpenAccess W4301388549 @default.
- W4301388549 hasPrimaryLocation W43013885491 @default.
- W4301388549 hasRelatedWork W2294868251 @default.
- W4301388549 hasRelatedWork W2359582629 @default.
- W4301388549 hasRelatedWork W2507994462 @default.
- W4301388549 hasRelatedWork W2578428189 @default.
- W4301388549 hasRelatedWork W2606032440 @default.
- W4301388549 hasRelatedWork W2986769178 @default.
- W4301388549 hasRelatedWork W3093843097 @default.
- W4301388549 hasRelatedWork W3107474891 @default.
- W4301388549 hasRelatedWork W4254664587 @default.
- W4301388549 hasRelatedWork W4379539336 @default.
- W4301388549 isParatext "false" @default.
- W4301388549 isRetracted "false" @default.
- W4301388549 workType "article" @default.