In May 1942, Smith was ordered to Headquarters Marine Corps, Washington, D.C., where he became executive officer of the Division of Plans and Policies. He remained in this capacity until January 1944, when he joined the 1st Marine Division on New Britain. There he took command of the 5th Marine Regiment and subsequently led the regiment in the Talasea phase of the Cape Gloucester operation.