IAES International Journal of Artificial Intelligence (IJ-AI)
Vol 13, No 4: December 2024

A neural machine translation system for Kreol Repiblik Moris and English

Pudaruth, Sameerchand (Unknown)
Armoogum, Sheeba (Unknown)
Kumar Betchoo, Nirmal (Unknown)
Sukhoo, Aneerav (Unknown)
Gooria, Vandanah (Unknown)
Peerally, Abdallah (Unknown)
Zafar Khodabocus, Mohammad (Unknown)



Article Info

Publish Date
01 Dec 2024

Abstract

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.

Copyrights © 2024






Journal Info

Abbrev

IJAI

Publisher

Subject

Computer Science & IT Engineering

Description

IAES International Journal of Artificial Intelligence (IJ-AI) publishes articles in the field of artificial intelligence (AI). The scope covers all artificial intelligence area and its application in the following topics: neural networks; fuzzy logic; simulated biological evolution algorithms (like ...