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Mr. Priebus, who claims some credit for the GOP’s November sweep of contests in Wisconsin, has the behind-the-scenes backing of another GOP powerhouse, Mississippi Gov. Haley Barbour, a respected former RNC chairman himself.

Among Mr. Steele’s challengers, only Mr. Priebus has attracted a big bloc of votes - at least among those who have publicly stated a preference.