CARACAS—Government supporters armed with pipes and sticks burst into Venezuela’s congress on Wednesday and severely beat several opposition lawmakers, as the nation’s political crisis grows more inflamed ahead of a contested effort to redraft the constitution.

The violence started after dozens of backers of the president stormed the opposition-controlled National Assembly in downtown Caracas ahead of a legislative session to mark Venezuela’s independence day.

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