The deceased, identified as Vinod, Vikram and Harjeet Singh, were all residents of the Baropal village, about 40 km from the accident spot, they said.
They had gone to Fatehabad district for some work and were on their way back home last night.
The bike driver and the two riders died on the spot, they added.
Bodies of the three men were handed over to their families after post-mortem.
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