WASHINGTON—The Obama administration is considering putting the Pentagon in charge of arming and training moderate rebel forces in Syria, a move that could help expand the effort significantly beyond the limited scope of the current Central Intelligence Agency program, U.S. officials said.

These internal discussions come as Congress begins a debate over a resolution to authorize limited strikes against Syria in response to the alleged use of chemical weapons last month.

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