Teaching Machine Translation Technologies with MTUUOC

Antoni Oliver, Sergi Alvarez-Vidal


Abstract
This paper presents the pedagogical integration of MTUOC, an open-source project developed at Universitat Oberta de Catalunya (UOC)—a distance-learning institution—to facilitate the training, fine-tuning, and integration of Neural Machine Translation (NMT) and Large Language Models (LLMs). The project consists of a modular suite of tools designed to streamline complex technical workflows for translation purposes. These components are currently utilised across research, industry knowledge transfer, and formal education. Specifically, the tools have been successfully implemented in a Bachelor’s degree in Translation and Interpreting and a Master’s degree in Translation Technologies. Furthermore, a pilot open course based on this framework received significant interest, reaching over 100 participants. This paper outlines the core components of the project, discusses the teaching experiences gathered in asynchronous environments, and describes the organisation of a forthcoming open course scheduled for October 2026. The results suggest that providing students with accessible, high-level interfaces for AI-based translation technologies enhances their technical autonomy and professional readiness.
Anthology ID:
2026.taitt-1.2
Volume:
Proceedings of the 1st International Workshop on Teaching AI-Based Translation and Technologies (TAITT 2026)
Month:
June
Year:
2026
Address:
Tilburg, the Netherlands
Editors:
Ralph Krüger, Dorothy Kenny, Sheila Castilho, Sergi Álvarez-Vidal, Nora Aranberri, María Isabel Rivas Ginel, Janiça Hackenbuchner
Venues:
TAITT | WS
SIG:
Publisher:
European Association for Machine Translation
Note:
Pages:
12–18
Language:
URL:
https://aclanthology.org/2026.taitt-1.2/
DOI:
Bibkey:
Cite (ACL):
Antoni Oliver and Sergi Alvarez-Vidal. 2026. Teaching Machine Translation Technologies with MTUUOC. In Proceedings of the 1st International Workshop on Teaching AI-Based Translation and Technologies (TAITT 2026), pages 12–18, Tilburg, the Netherlands. European Association for Machine Translation.
Cite (Informal):
Teaching Machine Translation Technologies with MTUUOC (Oliver & Alvarez-Vidal, TAITT 2026)
Copy Citation:
PDF:
https://aclanthology.org/2026.taitt-1.2.pdf