Leveraging LLMs for Cross-Locale Adaptation: a Workflow Proposal on Spanish Variants

Vera Senderowicz Guerra


Abstract
Localization strategies can differ widely between languages, but the necessity and efficiency of maintaining distinct strategies for closely related variants of the same language is debatable. This paper explores the potential for unifying localization strategies across different Spanish locales, leveraging Large Language Models, prompting techniques, and specialized linguistic resources to perform cross-locale adaptations from a chosen baseline. In this study, we examine and develop vocabulary, terminology, grammar, and style transformation methods from Latin American into Mexican and Argentine Spanish. Our findings suggest that parting from a core translation and then following an automated adaptation process to unify localization strategies is feasible for Spanish diverse variants, regardless of the type of divergence each of them has from the baseline locale. However, even if the need for human post-editing is then minimal compared to a fully ‘manual’ cross-locale adaptation, the linguistic review remains crucial, particularly for editing style nuances.
Anthology ID:
2025.mtsummit-2.7
Volume:
Proceedings of Machine Translation Summit XX: Volume 2
Month:
June
Year:
2025
Address:
Geneva, Switzerland
Editors:
Pierrette Bouillon, Johanna Gerlach, Sabrina Girletti, Lise Volkart, Raphael Rubino, Rico Sennrich, Samuel Läubli, Martin Volk, Miquel Esplà-Gomis, Vincent Vandeghinste, Helena Moniz, Sara Szoc
Venue:
MTSummit
SIG:
Publisher:
European Association for Machine Translation
Note:
Pages:
58–66
Language:
URL:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-2.7/
DOI:
Bibkey:
Cite (ACL):
Vera Senderowicz Guerra. 2025. Leveraging LLMs for Cross-Locale Adaptation: a Workflow Proposal on Spanish Variants. In Proceedings of Machine Translation Summit XX: Volume 2, pages 58–66, Geneva, Switzerland. European Association for Machine Translation.
Cite (Informal):
Leveraging LLMs for Cross-Locale Adaptation: a Workflow Proposal on Spanish Variants (Guerra, MTSummit 2025)
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PDF:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-2.7.pdf