WASHINGTON—President Barack Obama authorized his administration to provide arms to rebels fighting Syrian President Bashar al-Assad, officials said Thursday, a major policy shift after the White House said it had confirmed that Damascus used chemical weapons in the country's civil war.

The classified order directing the Central Intelligence Agency to coordinate arming the rebels in concert with its allies reverses a long-standing policy that limited the U.S. to providing nonlethal support.

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