mlsanityData to 14 Oct 2026

varepsilon K'U <MASK>: Integrating Yor`ub'a cultural greetings into machine translation

arXiv 2303.17972 ↗First posted 31 Mar 2023cs.CLcited by 8

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Abstract (arXiv)

This paper investigates the performance of massively multilingual neural machine translation (NMT) systems in translating Yor`ub'a greetings (varepsilon k'u [MASK]), which are a big part of Yor`ub'a language and culture, into English. To evaluate these models, we present IkiniYor`ub'a, a Yor`ub'a-English translation dataset containing some Yor`ub'a greetings, and sample use cases. We analysed the performance of different multilingual NMT systems including Google and NLLB and show that these models struggle to accurately translate Yor`ub'a greetings into English. In addition, we trained a Yor`ub'a-English model by finetuning an existing NMT model on the training split of IkiniYor`ub'a and this achieved better performance when compared to the pre-trained multilingual NMT models, although they were trained on a large volume of data.

Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). Builds on 13 of its 26 references that are in the map. First posted on arXiv 31 Mar 2023.

Builds on

13 of 26 references.

References · 13

  1. 2018A Call for Clarity in Reporting BLEU Scorescited by 1,799
  2. 2022No Language Left Behind: Scaling Human-Centered Machine Translationcited by 1,312
  3. 2020Beyond English-Centric Multilingual Machine Translationcited by 561
  4. 2021The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translationcited by 560
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  6. 2019CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEBcited by 177
  7. 2019CCAligned: A Massive Collection of Cross-Lingual Web-Document Pairscited by 136
  8. 2022A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translationcited by 98
  9. 2022Building Machine Translation Systems for the Next Thousand Languagescited by 69
  10. 2019Investigating Multilingual NMT Representations at Scalecited by 68
  11. 2021The Effect of Domain and Diacritics in Yor`ub'a-English Neural Machine Translationcited by 38
  12. 2018Examining the Tip of the Iceberg: A Data Set for Idiom Translationcited by 34
1 more
  1. 2022Automatic Evaluation and Analysis of Idioms in Neural Machine Translationcited by 8

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 2; 2024: 3; 2025: 2; 2026: 1.

8 papers.