Silo NLP's Participation at WAT2022

Shantipriya Parida, Subhadarshi Panda, Stig-Arne Grönroos, Mark Granroth-Wilding, Mika Koistinen

Forskningsoutput: Kapitel i bok/rapport/konferenshandlingKonferensbidragVetenskapligPeer review

Sammanfattning

This paper provides the system description of "Silo NLP's" submission to the Workshop on Asian Translation (WAT2022). We have participated in the Indic Multimodal tasks (English->Hindi, English->Malayalam, and English->Bengali Multimodal Translation). For text-only translation, we trained Transformers from scratch and fine-tuned mBART-50 models. For multimodal translation, we used the same mBART architecture and extracted object tags from the images to use as visual features concatenated with the text sequence. Our submission tops many tasks including English->Hindi multimodal translation (evaluation test), English->Malayalam text-only and multimodal translation (evaluation test), English->Bengali multimodal translation (challenge test), and English->Bengali text-only translation (evaluation test).
Originalspråkengelska
Titel på värdpublikationProceedings of the 9th Workshop on Asian Translation : The 29th International Conference on Computational Linguistics
Antal sidor7
UtgivningsortGyeongju
FörlagCOLING
Utgivningsdatum17 okt. 2022
Sidor99-105
StatusPublicerad - 17 okt. 2022
MoE-publikationstypA4 Artikel i en konferenspublikation
EvenemangWorkshop on Asian Translation - Gyeongju, Sydkorea
Varaktighet: 17 okt. 202217 okt. 2022
Konferensnummer: 9

Publikationsserier

NamnInternational conference on computational linguistics
FörlagCOLING
Nummer15
Volym29
ISSN (tryckt)2951-2093

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