According to the police, the siblings had gone for a bath at the pond and ventured into the deep end of the water body in Nathusar village.
The deceased were identified as Shyamlal (12), Sundarlal (10) and Satunath (7).
The bodies were handed over to the family members "without conducting post mortem", police said.
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