CLDec 13, 2022

Towards a general purpose machine translation system for Sranantongo

arXiv:2212.06383v14 citationsh-index: 8
Originality Synthesis-oriented
AI Analysis

This work addresses machine translation for speakers and researchers of Sranantongo, but it is incremental as it applies existing methods to a new language.

The authors tackled the lack of machine translation for Sranantongo, a low-resource Creole language, by creating a general-purpose system and introducing the SRNcorpus of parallel and monolingual data, achieving a strong baseline result.

Machine translation for Sranantongo (Sranan, srn), a low-resource Creole language spoken predominantly in Surinam, is virgin territory. In this study we create a general purpose machine translation system for srn. In order to facilitate this research, we introduce the SRNcorpus, a collection of parallel Dutch (nl) to srn and monolingual srn data. We experiment with a wide range of proven machine translation methods. Our results demonstrate a strong baseline machine translation system for srn.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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