The accused have been identified as Sandip, Sabhi and Happy, all in their early twenties and residents of nearby Chaheru village, police said.
The girl in her complaint alleged that she, her mother and younger sister were returning home after taking a stroll Sunday night when the accused dragged her to nearby bushes, torn her clothes and attempted to rape her.
"My mother and sister tried their best to free me from their clutches but in vain," the police said quoting her.
The girl, who sustained injuries in the scuffle, was admitted to local hospital, police said.
Police have registered a case in this connection and raids were being conducted to arrest the accused.