While the deceased boy has been identified as Kalia Moharana of Lanjipalli area, the whereabouts of the girl is yet to be established.
Sources said that Kalia had a long running dispute with his family members, who were vehemently opposed to his relationship with the girl.
The bodies of the lovers were recovered from the railway track by Berhampur Government Railway Police (GRP) this morning and sent for post mortem.