CycleDistill improves low-resource Indic-to-English translation by iteratively fine-tuning an LLM on synthetic parallel data it generated itself from monolingual sources, gaining 20-30 chrF points over a few-shot baseline in the first cycle.
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CycleDistill: Bootstrapping Machine Translation using LLMs with Cyclical Distillation
CycleDistill improves low-resource Indic-to-English translation by iteratively fine-tuning an LLM on synthetic parallel data it generated itself from monolingual sources, gaining 20-30 chrF points over a few-shot baseline in the first cycle.