GRIAL-TA participation in the WMT26 Terminology Shared Task

Gonzalo López-Sánchez, Antoni Oliver, Marta Cozzini, Mercè Vàzquez, Patricia Morales-Hurtado, Sergi Alvarez-Vidal


Abstract
This submission tackles both tracks (in English-Polish) of the shared task using an instruction-aligned Gemma 4 model fine-tuned on highly curated, domain-specific corpora. For Track 2, we overcome the lack of explicit dictionaries by employing a combined BERT and POS-based automatic term extraction process.
Anthology ID:
2026.wmt-main.117
Volume:
Proceedings of the Eleventh Conference on Machine Translation
Month:
October
Year:
2026
Address:
Budapest, Hungary
Editors:
Barry Haddow, Tom Kocmi, Philipp Koehn, Christof Monz
Venues:
WMT | WS
SIG:
SIGMT
Publisher:
Association for Computational Linguistics
Note:
Pages:
1819–1829
Language:
URL:
https://aclanthology.org/2026.wmt-main.117/
DOI:
Bibkey:
Cite (ACL):
Gonzalo López-Sánchez, Antoni Oliver, Marta Cozzini, Mercè Vàzquez, Patricia Morales-Hurtado, and Sergi Alvarez-Vidal. 2026. GRIAL-TA participation in the WMT26 Terminology Shared Task. In Proceedings of the Eleventh Conference on Machine Translation, pages 1819–1829, Budapest, Hungary. Association for Computational Linguistics.
Cite (Informal):
GRIAL-TA participation in the WMT26 Terminology Shared Task (López-Sánchez et al., WMT 2026)
Copy Citation:
PDF:
https://aclanthology.org/2026.wmt-main.117.pdf