Alhaji Tar, a member of the vigilante groups set up to resist Boko Haram's attacks, said the men arrived at noon Thursday in the Garkin Fulani settlement and forced the women to enter their vehicles at gunpoint.
He says they drove away to an unknown location in the remote stretch of Borno state.
Tar said the group also took three young men who tried to stop the kidnapping.
In another incident, the Defence Headquarters today said that troops prevented raids by Boko Haram this weekend on villages in Borno and neighbouring Adamawa state.
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Soldiers killed more than 50 militants on Saturday night as they were on their way to attack communities, defence spokesman Chris Oluklade said in an emailed statement.
The Nigerian military has come under rising criticism from Nigerians who say they're not protected by the security forces, left to fend off attacks by Boko Haram on their own.