EU lawmakers voted 359 in favour, 212 against and with 31 abstentions for the formal call for an EU arms embargo.
Although the vote is not legally binding, lawmakers hope it will pressure the European Union to act.
Nearly 6,000 people have been killed in Yemen since Saudi-led forces began military operations in Yemen in March last year, according to the United Nations.
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