The incident occured late late last night when the motorcycle collided with the stationary truck on Gonda-Bahraixh road, they said.
The victims were rushed to a hospital where doctors declared them dead, police said.
They said that efforts were being made to identify the youths, and the bodies have been sent for post-mortem.