They said the strike on the madrassa in the village of Hazara Qurluq killed 11 children and their prayer leader.
The Afghan government disputed the account, saying it had killed 12 Taliban fighters in the village.
The strike came after more than 30 security force members were killed in a major Taliban ambush in the province.
