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Azerbaijan has been demanding the return of the villages as a condition for a peace agreement after more than three decades of conflict, mostly centred on the region of Nagorno-Karabakh.
The preliminary agreement involves the villages of Baghanis Ayrum, Asagi Eskipara, Heyrimli and Kizilhacili, according to the statement.
Armenia and Azerbaijan have fought several bloody wars in recent years.