Author

F. Trejo-Macotela

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Open access Sep 2026

RAÍZ: A Hybrid Architecture Based on Linguistic Knowledge and Deep Learning for the Machine Translation of Low-Resource Indigenous Languages

Indigenous languages continue to experience significant technological marginalisation due to limited digital corpora, orthographic inconsistency, dialectal variation, morphological complexity, and insufficient representation in contemporary natural language processing systems. This study introduces RAÍZ, a hybrid machi...

Gabriela Salas-Cabrera, Aníbal Alejandro Gallegos-Macías, F. Trejo-Macotela · International Journal of Com... · 0 citations

Review

RAÍZ: A Hybrid Transformer-Based Machine Translation Architecture with Linguistic Preprocessing and Community Validation for Low-Resource Indigenous Languages (Spanish – Nahuatl and Spanish – Mazahua)

The findings provide evidence that low-resource translation improves when neural learning is combined with linguistically informed and culturally aware processing, and offer a transferable foundation for future research on Indigenous language technology, language preservation and community-centred NLP.

Gabriela Salas-Cabrera, Aníbal Alejandro, Gallegos-Macías et al. · 0 citations