One of those nabbed was found unconscious by the roadside and has been hospitalised, they said.
The warden too has been admitted to a hospital.
Police said the 12 boys, part of 32 in the home, scaled the wall early this morning and escaped after attacking the warden with an iron rod.
Based on a complaint from the man, police launched a search and nabbed four of them from the bus stand here.
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