Abstract: Highlights•Existing universal translation models perform poorly in the e-commerce field.•Translation models based on LLMs improve translation capabilities more efficiently.•Resources based on e-commerce texts are conducive to e-commerce translation.•Two-step fine-tuning gradually enhance the translation ability of specialized domain.
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