The gunmen dressed as soldiers arrived in all-terrain vehicles and on motorcycles and attacked Goshe, Attagara, Agapalwa and Aganjara in the Gwoza district of Borno state, late yesterday.
"There were deadly attacks on these villages by Boko Haram insurgents who killed a large number of people and destroyed homes," lawmaker Peter Biye, who represents the area in Nigeria's lower chamber of parliament, told AFP.
"We are still trying to compile a toll of the dead as people on the ground are still counting the number of casualties."
"Boko Haram have hoisted their flags in at least seven villages in the area which they now claim to be under their control," said the lawmaker.
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Military jets bombarded Boko Haram positions in the affected area to try to flush out the insurgents, he added.
Communications in the remote border region are difficult, in part due to destruction of mobile phone towers by the insurgents.
News of attacks is usually slow to emerge while independent verification of death tolls is difficult.
The entire village of about 300 homes was razed with several mosques, he added.
"We lost many people, including (civilian) vigilantes who tried to fight off the Boko Haram attackers. At least 100 people were killed," said Goni, who fled to nearby Gamboru Ngala.
In the predominantly Christian village of Attagara, homes and a church were also set on fire while dozens of residents were killed, according to Bulus Yashi, who also escaped to Gamboru Ngala.
"It was a reprisal attack over the casualties Boko Haram suffered in the village in two previous attacks," he said.