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Comedian Volodymyr Zelensky is likely to top the vote, according to surveys, with incumbent Petro Poroshenko and ex-prime minister Yulia Tymoshenko vying to face him in a run-off next month.
Exit polls are expected at 8:00 pm (1700 GMT) with first partial results several hours after.