The three core organizations that constituted the LPK were the Marxist–Leninist Communist Party of Albanians in Yugoslavia (), the National Liberation Movement of Kosovo and other Albanian Regions () and the Marxist–Leninist Organization of Kosovo (). The negotiations had started on late November 1981, failing for the first time in
Istanbul between Sabri Novosella and Abdullah Prapashtica despite the support of Albanian Ambassador in
Turkey. The movement's platform would be based on that of the more moderate PKMLSHJ, shifted aimed for an Albanian Republic within
Yugoslavia, while the other two organizations had the goal of unifying Kosovo with
Albania. There is some controversy regarding the exact identity of the founders of the LPK. One of its founders, Abdullah Prapashtica, has stated that the movement's executive committee included Osman Osmani, Faton Topalli, Ibrahim Kelmendi, Sabri Novosella, Jusuf Gërvalla, Bardhosh Gërvalla, Xhafer Durmishi, Kadri Zeka, Hasan Mala, Xhafer Shatri, and Nuhi Sylejmani (joining after the execution of
Gërvalla brothers), while others like Emrush Xhemajli give slightly different names and circumstances. ==Activity until 1998==