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NUIG-Panlingua-KMI Hindi↔Marathi MT Systems for SimilarLanguage Translation Task @ WMT 2020

Authors: 

Atul Kumar Ojha, Priya Rani, Akanksha Bansal, Bharathi Raja Chakravarthi, Ritesh Kumar, John McCrae

Publication Type: 
Edited Conference Meeting Proceeding
Abstract: 
NUIG-Panlingua-KMI submission to WMT 2020 seeks to push the state-of-the-art in Similar Language Translation Task for Hindi <-> Marathi language pair. As part of these efforts, we conducted a series of experiments to address the challenges for translation between similar languages. Among the 4 MT systems prepared under this task, 1 PBSMT systems were prepared for Hindi <-> Marathi each and 1 NMT systems were developed for Hindi <-> Marathi using Byte Pair En-coding (BPE) into subwords. The results show that different architectures in NMT could be an effective method for developing MT systems for closely related languages. Our Hindi-Marathi NMT system was ranked 8th among the 14 teams that participated and our Marathi-Hindi NMT system was ranked 8th among the 11 teams participated for the task.
Proceedings: 
Proceedings of the Fifth Conference on Machine Translation (WMT20)
Digital Object Identifer (DOI): 
10.5281/zenodo.4320715
Publication Date: 
06/12/2020
Research Group: 
Institution: 
National University of Ireland, Galway (NUIG)
Open access repository: 
Yes