Sherley was elected as a Democrat to the Fifty-eighth and to the seven succeeding Congresses (March 4, 1903-March 3, 1919).
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He served as chairman of the Committee on Appropriations during the Sixty-fifth Congress.
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He was an unsuccessful candidate for reelection in 1918 to the Sixty-sixth Congress.