Local vigilante Abbas Gava said he had "received an alert from my colleagues ... that about 63 of the abducted women and girls had made it back home" late Friday.
A high-level security source in the Borno state capital Maiduguri, who requested anonymity because he was not authorised to speak on the matter, confirmed the escape.
