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A neural machine translation system for Kreol Repiblik Moris and English

Domaine:

natural language processing

Type de record:

model
Créateur:
SamSheNirAne
Éditeur:
Institute of Advanced Engineering and Science
Hôte:
Although Google Translate is a widely used machine translation service that supports 133 languages, it does not incorporate support for the Kreol Repiblik Moris (KRM) language. Addressing this limitation, the current research focuses on enhancing the accuracy and fluency of machine translation between KRM and English through natural language processing and deep neural machine translation techniques. In this study, a machine translation system using a transformer model trained with a dataset of 50,000 parallel corpora has been developed. The model was evaluated using manual translations and the bilingual evaluation understudy (BLEU) score. A score of 31.46 for translating from KRM to English and 28.15 for translating from English to KRM was achieved. To our knowledge, these are the highest BLEU scores for translation between these two languages. This is due to utilising the largest dataset and extensive atomic words from the KRM dictionary. This successful interdisciplinary funded project led to the setting up of a free online translation service and a smartphone app for Mauritian citizens and tourists.

Visit

doi.org

Tasks

machine translation

Languages

MorisyenSeychelles French Creole

Licenses

http://creativecommons.org/licenses/by-sa/4.0

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