2020

Towards Supervised and Unsupervised Neural Machine Translation Baselines for Nigerian Pidgin

Ahia, Orevaoghene, Ogueji, Kelechi

Understand

Nigerian Pidgin is arguably the most widely spoken language in Nigeria.

  • Variants of this language are also spoken across West and Central Africa, making it a very important language.
  • This work aims to establish supervised and unsupervised neural machine translation (NMT) baselines between English and Nigerian Pidgin.
  • We implement and compare NMT models with different tokenization methods, creating a solid foundation for future works.

Built on

  • Neural machine translation of rare words with subword units

    Original

    Rico Sennrich, Barry Haddow, and Alexandra Birch · 2015

    Earlier work this paper cites.

  • Bbc starts pidgin digital service for west africa audiences

    BBC · 2017

    Earlier work this paper cites.

  • Attention is all you need

    Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017

    Earlier work this paper cites.

  • Towards neural machine translation for african languages

    Jade Z Abbott and Laura Martinus · 2018

    Earlier work this paper cites.

Similar

  • JW300: A wide-coverage parallel corpus for low-resource languages

    Željko Agić and Ivan Vulić · 2019

    Cited alongside, same era.

  • Joey NMT: A minimalist NMT toolkit for novices

    Julia Kreutzer, Joost Bastings, and Stefan Riezler · 2019

    Cited alongside, same era.

  • A focus on neural machine translation for african languages

    Laura Martinus and Jade Z Abbott · 2019

    Cited alongside, same era.

Then

  • Pidginunmt: Unsupervised neural machine translation from west african pidgin to english, 2019

    Kelechi Ogueji and Orevaoghene Ahia · 2019

    Later among the works it cites.

  • Internet user penetration in nigeria from 2017 to 2023

    Statista · 2019

    Later among the works it cites.

  • Usage of content languages for websites

    W3Techs · 2020

    Closest in time.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…