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KIT’s Submission to the IWSLT 2019 Shared Task on Text Translation

Schneider, Felix; Waibel, Alex

Abstract:

In this paper, we describe KIT’s submission for the IWSLT 2019 shared task on text translation. Our system is based on the transformer model [1] using our in-house implementation. We augment the available training data using back-translation and employ fine-tuning for the final model. For our best results, we used a 12-layer transformer-big config- uration, achieving state-of-the-art results on the WMT2018 test set. We also experiment with student-teacher models to improve performance of smaller models.


Verlagsausgabe §
DOI: 10.5445/IR/1000166169
Veröffentlicht am 15.01.2024
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Anthropomatik und Robotik (IAR)
Publikationstyp Proceedingsbeitrag
Publikationsjahr 2019
Sprache Englisch
Identifikator KITopen-ID: 1000166169
Erschienen in Proceedings of the 16th International Conference on Spoken Language Translation. Ed.: J. Niehues, R. Cattoni, S. Stüker, M. Negri, M. Turchi, T.-L. Ha, E. Salesky, R. Sanabria, L. Barrault, L. Specia, M. Federico
Veranstaltung 16th International Workshop on Spoken Language Translation (IWSLT 2019), Hongkong, Hongkong, 02.11.2019 – 03.11.2019
Verlag Association for Computational Linguistics (ACL)
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