The incident took place late last evening and four accomplices of the accused helped them in committing the crime, they said.
After the incident, the accused allegedly threw acid at the woman before leaving the place, police said.
Three of the accused were arrested late last night, police said.
According to police, the arrested accused were identified as Gopal Shankar (28), Shanku Hussain (23) and Rangappa Batkai (25). Three others- Shirsappa, Venkatesh Patel and Ashpar Ramul- were still at large.
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"While four of the six accused pinned the victim down, two others took turns to rape her. They committed the act in front her minor children. Before leaving the place, the accused also threw acid at her, in which she suffered burn injuries," the officer said.
The victim was currently undergoing treatment at a hospital, he said.
Police suspect that there could could have been enmity between the accused and the victim's husband.
Further investigation was on.
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