Author

A. Mansurova

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Open access Jul 2026

Transliteration for Low-Resource Translation in the Age of Large Language Models

The findings show that manual transliteration consistently yields the best translation performance, while noisy automatic romanization reduces these gains, and that LLM-based translation can be competitive with, and in some settings outperform, fine-tuned NMT systems, although this advantage comes with lower interpretability.

A. Mansurova, Meruert Bekmukhamedova, Bekarys Baibolat et al. · Electronics · 0 citations