mlsanityData to 14 Oct 2026

PhoMT: A High-Quality and Large-Scale Benchmark Dataset for Vietnamese-English Machine Translation

arXiv 2110.12199 ↗First posted 23 Oct 2021cs.CLcited by 12

Not on the map. Why?

Abstract (arXiv)

We introduce a high-quality and large-scale Vietnamese-English parallel dataset of 3.02M sentence pairs, which is 2.9M pairs larger than the benchmark Vietnamese-English machine translation corpus IWSLT15. We conduct experiments comparing strong neural baselines and well-known automatic translation engines on our dataset and find that in both automatic and human evaluations: the best performance is obtained by fine-tuning the pre-trained sequence-to-sequence denoising auto-encoder mBART. To our best knowledge, this is the first large-scale Vietnamese-English machine translation study. We hope our publicly available dataset and study can serve as a starting point for future research and applications on Vietnamese-English machine translation.

Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 18 of its 32 references that are in the map. First posted on arXiv 23 Oct 2021.

Builds on

18 of 32 references.

References · 18

  1. 2017Attention Is All You Needcited by 60,361
  2. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  3. 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,918
  4. 2018A Call for Clarity in Reporting BLEU Scorescited by 1,799
  5. 2019fairseq: A Fast, Extensible Toolkit for Sequence Modelingcited by 1,488
  6. 2016Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translationcited by 1,475
  7. 2020Multilingual Denoising Pre-training for Neural Machine Translationcited by 1,035
  8. 2016Bag of Tricks for Efficient Text Classificationcited by 876
  9. 2020Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillationcited by 593
  10. 2018Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyondcited by 434
  11. 2019WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipediacited by 223
  12. 2018Scaling Neural Machine Translationcited by 204
6 more
  1. 2020WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarizationcited by 154
  2. 2019CCAligned: A Massive Collection of Cross-Lingual Web-Document Pairscited by 136
  3. 2018VnCoreNLP: A Vietnamese Natural Language Processing Toolkitcited by 51
  4. 2019A Call for Prudent Choice of Subword Merge Operations in Neural Machine Translationcited by 30
  5. 2017A Fast and Accurate Vietnamese Word Segmentercited by 21
  6. 2018Machine Translation between Vietnamese and English: an Empirical Studycited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 3; 2023: 2; 2024: 2; 2025: 3; 2026: 2.

12 papers.