Home › Categories › Technology› Neural Machine Translation Robustness

Neural Machine Translation Robustness.pdf

2022.amta-research.8.pdf
Preview of Neural Machine Translation Robustness
🔗 Source: aclanthology.org
📊 Size: 1.14 MB
📄 Pages: 20 pages
⬇️ Downloads: 221

Summary

Neural machine translation (NMT) is more robust to language imbalance in tokenizer training than expected, with performance drops only occurring when language data ratios are highly disparate (e.g., 1:105), especially when languages share scripts. Better performance is often achieved with more balanced languages, and two features (UNK rate and closeness to character level) can indicate poor translation performance before performing the task. NMT is more sensitive to language imbalance in model training than in tokenizer training. Practical suggestions include keeping languages balanced when training a new multilingual tokenizer and evaluating a pretrained tokenizer on a development set to ensure low UNK rates and closeness to character level.

Download File

Description

Neural machine translation (NMT) is more robust to language imbalance in tokenizer training than expected, with performance drops only occurring when language...

Technical Information

  • File Format: PDF
  • File Size: 1.14 MB
  • Pages: 20
  • Language: EN
  • Total Downloads: 221
  • Last Updated: 7 hours ago

Document Overview

This PDF document about Neural Machine Translation Robustness provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Neural Machine Translation Robustness.

Related Topics

If you're interested in Neural Machine Translation Robustness, you might also want to explore:

Neural guideNeural tutorialMachine guideMachine tutorialTranslation guideTranslation tutorialRobustness guideRobustness tutorial

Related Categories

Business & Finance
41204 documents
Education & Learning
22711 documents
Health & Wellness
8956 documents

Related Documents

Preview of Neural Machine Translation
PDF file

Neural Machine Translation

494 KB[email protected]EN1 page
Existing neural machine translation struggles with long sentence translation. Solution: break into shorter segments, translate, and reassemble.
Download
Preview of Machine Translation
PDF file

Machine Translation

288 KBEN4 pages
Machine translation has seen significant advancements in the past decade, with five major elements contributing to its progress: rule-based machine...
Download
Preview of Machine Translation Evaluation
PDF file

Machine Translation Evaluation

925 KBEN13 pages
Researchers used BERT and other models like BLEURT, C-SPEC, and COMET for automatic machine translation evaluation, achieving high correlation with...
Download
Preview of Neural Caption Translation
PDF file

Neural Caption Translation

2.01 MBEN10 pages
This study proposes leveraging neural caption translation with visually grounded paraphrase augmentation, representing a concept with multiple...
Download
Preview of Statistical Machine Translation
PDF file

Statistical Machine Translation

568 KBEN4 pages
The proposed method uses multiple pre-reordering candidates to improve the accuracy of phrase-based statistical machine translation (PBMT).
Download

Download Neural Machine Translation Robustness eBooks for free and learn more about Neural Machine Translation Robustness. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Neural Machine Translation Robustness, try searching with similar keywords: Neural Machine Translation Robustness, Neural Machine Translation, Selecting Backtranslated Data from Multiple Sources for Improved Neural Machine Translation.pdf, Amp Quot Efficiency Performance And Robustness Of, Share Ebook Plasticity Robustness Development And, benda bb the robustness of self control in relation to form of delinquency, Flexibility And Robustness In Scheduling Eazydoc C, Flexibility And Robustness In Scheduling Eazydoc Com

You can download PDF versions of the user's guide, manuals and ebooks about Neural Machine Translation Robustness, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Neural Machine Translation Robustness for free, but please respect copyrighted ebooks.