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A. Agbeyangi

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Review Open access Aug 2026

Bridging the AI Language Divide: A Systematic Review of NMT and LLMs in Low-Resource Translation

The findings reveal that model performance is highly dependent on resource availability: transformer-based NMT excels in moderate data settings, while LLMs demonstrate promising zero-shot and few-shot capabilities in extremely low-resource scenarios.

Sweet Agrawal, A. Agbeyangi · 0 citations