Madagali council chairman Yusuf Muhammad Gulak says fighters challenged the girls who then ran toward the fighters.
One girl was shot, activating her explosives and killing her and a companion. Gulak says a third bomber was gunned down as she tried to flee.
Last month, two women suicide bombers killed 57 people and wounded 177, including 120 children, at Madagali market, 20 kilometers from the scene of today's shootings.
Boko Haram has used scores of females in suicide bombings, prompting suspicions that some had been kidnapped.
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