From Research to Production: Fine-Grained Analysis of Terminology Integration
Abstract
Dynamic terminology integration in neural machine translation (NMT) is a sought-after feature of computer-aided translation tools among language service providers and small to medium businesses. Despite the recent surge in research on terminology integration in NMT, it still is seldom or inadequately supported in commercial machine translation solutions. In this presentation, we will share our experience of developing and deploying terminology integration capabilities for NMT systems in production. We will look at the three core tasks of terminology integration: terminology management, terminology identification, and translation with terminology. This talk will be insightful for NMT system developers, translators, terminologists, and anyone interested in translation projects.- Anthology ID:
- 2021.mtsummit-up.7
- Volume:
- Proceedings of Machine Translation Summit XVIII: Users and Providers Track
- Month:
- August
- Year:
- 2021
- Address:
- Virtual
- Venue:
- MTSummit
- SIG:
- Publisher:
- Association for Machine Translation in the Americas
- Note:
- Pages:
- 54–77
- Language:
- URL:
- https://aclanthology.org/2021.mtsummit-up.7
- DOI:
- Cite (ACL):
- Toms Bergmanis, Mārcis Pinnis, and Paula Reichenberg. 2021. From Research to Production: Fine-Grained Analysis of Terminology Integration. In Proceedings of Machine Translation Summit XVIII: Users and Providers Track, pages 54–77, Virtual. Association for Machine Translation in the Americas.
- Cite (Informal):
- From Research to Production: Fine-Grained Analysis of Terminology Integration (Bergmanis et al., MTSummit 2021)