WASHINGTON—A chief element of President Barack Obama's plans to combat Islamic State militants is to line up a coalition of Arab nations to help. Arab officials, so far, have been lukewarm about the idea.

Governments across the region are pressing the Obama administration to make clear what military, financial and diplomatic measures it is preparing to take against Islamic State before they sign on to any U.S.-led coalition, said senior U.S. and Arab officials.

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