TY - GEN
T1 - SIT at MixMT 2022
T2 - 7th Conference on Machine Translation, WMT 2022
AU - Khan, Abdul Rafae
AU - Kanade, Hrishikesh
AU - Budhrani, Girish Amar
AU - Jhanglani, Preet
AU - Xu, Jia
N1 - Publisher Copyright:
© 2022 Association for Computational Linguistics.
PY - 2022
Y1 - 2022
N2 - This paper describes the Stevens Institute of Technology's submission for the WMT 2022 Shared Task: Code-mixed Machine Translation (MixMT). The task consisted of two subtasks, subtask 1 Hindi/English to Hinglish and subtask 2 Hinglish to English translation. Our findings lie in the improvements made through the use of large pre-trained multilingual NMT models and in-domain datasets, as well as back-translation and ensemble techniques. The translation output is automatically evaluated against the reference translations using ROUGE-L and WER. Our system achieves the 1st position on subtask 2 according to ROUGE-L, WER, and human evaluation, 1st position on subtask 1 according to WER and human evaluation, and 3rd position on subtask 1 with respect to ROUGE-L metric.
AB - This paper describes the Stevens Institute of Technology's submission for the WMT 2022 Shared Task: Code-mixed Machine Translation (MixMT). The task consisted of two subtasks, subtask 1 Hindi/English to Hinglish and subtask 2 Hinglish to English translation. Our findings lie in the improvements made through the use of large pre-trained multilingual NMT models and in-domain datasets, as well as back-translation and ensemble techniques. The translation output is automatically evaluated against the reference translations using ROUGE-L and WER. Our system achieves the 1st position on subtask 2 according to ROUGE-L, WER, and human evaluation, 1st position on subtask 1 according to WER and human evaluation, and 3rd position on subtask 1 with respect to ROUGE-L metric.
UR - http://www.scopus.com/inward/record.url?scp=85160524700&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85160524700&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85160524700
T3 - Conference on Machine Translation - Proceedings
SP - 1136
EP - 1144
BT - WMT 2022 - 7th Conference on Machine Translation, Proceedings of the Conference
Y2 - 7 December 2022 through 8 December 2022
ER -