Document Translation

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I have a question on a problem; I have 2 documents in 2 different language and i want to fine tune a model on the data; any model - multilingual mlm or bard; However, these are somewhat big, like page long 2 documents; and i do not have the corresponding sentence matching for translation; How do I proceed?? for doc translation; One way I thought is to simply divide all docs in say 10 parts and then proceed, but not sure?? Any suggestions for models/ preprocessing for doc translation??

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