Synthetic dictionary data with LoRA fine-tuning teaches structure to Q'eqchi' NMT but fails to transfer semantics to organic inputs, showing overfitting to template constraints.
arXiv preprint arXiv:2510.13854 (2025)
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Data Synthesis and Parameter-Efficient Fine-Tuning for Low-Resource NMT: A Case Study on Q'eqchi' Mayan
Synthetic dictionary data with LoRA fine-tuning teaches structure to Q'eqchi' NMT but fails to transfer semantics to organic inputs, showing overfitting to template constraints.