Data-Efficient Adaptation of Multilingual LLMs to Ukrainian
This work combines vocabulary surgery for tokenizer adaptation without full retraining, cross-lingual transfer of quality classifiers via translation, enabling filtering without target-language annotations, and generation of instruction data through translation, task conversion, and targeted synthesis.
Yurii Paniv, Bohdan Didenko, Mykola Haltiuk et al.
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