Current State-of-the-Art of Bias Detection and Mitigation in Machine Translation for African and European Languages: a Review

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Main Authors:	Ikae, Catherine, Kurpicz-Briki, Mascha
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
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author	Ikae, Catherine Kurpicz-Briki, Mascha
author_facet	Ikae, Catherine Kurpicz-Briki, Mascha
contents	Studying bias detection and mitigation methods in natural language processing and the particular case of machine translation is highly relevant, as societal stereotypes might be reflected or reinforced by these systems. In this paper, we analyze the state-of-the-art with a particular focus on European and African languages. We show how the majority of the work in this field concentrates on few languages, and that there is potential for future research to cover also the less investigated languages to contribute to more diversity in the research field.
format	Preprint
id	arxiv_https___arxiv_org_abs_2410_21126
institution	arXiv
publishDate	2024
record_format	arxiv
spellingShingle	Current State-of-the-Art of Bias Detection and Mitigation in Machine Translation for African and European Languages: a Review Ikae, Catherine Kurpicz-Briki, Mascha Computation and Language Studying bias detection and mitigation methods in natural language processing and the particular case of machine translation is highly relevant, as societal stereotypes might be reflected or reinforced by these systems. In this paper, we analyze the state-of-the-art with a particular focus on European and African languages. We show how the majority of the work in this field concentrates on few languages, and that there is potential for future research to cover also the less investigated languages to contribute to more diversity in the research field.
title	Current State-of-the-Art of Bias Detection and Mitigation in Machine Translation for African and European Languages: a Review
topic	Computation and Language
url	https://arxiv.org/abs/2410.21126

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