The driver lost control while negotiating the ditch and the vehicle toppled over, sources said.
Those killed were identified as Sanjay Kumar (20) helper and Juli Kumari (14), the school girl.
While 18 of the injured kids were admitted to a primary health centre at Bhatiarpur, four children were taken to Patna Medical Collage Hospital in critical condition.
