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Xingsan Chai

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Open access Jul 2026

Effects of Pivot Prompting and Text Type on LLM Translation Quality for the Low-Resource Chinese–Vietnamese Pair: Evidence from COMET and Human Evaluation

The results show that the value of a prompting strategy is text-type-dependent and that fluent LLM output is not necessarily faithful, underscoring the need to pair automatic metrics with human evaluation when benchmarking low-resource translation.

Zhi-Ting Luo, Xingsan Chai · Applied Sciences · 0 citations