After Nako Spiru's figure was rehabilitated, as a result of the Yugoslav-Albania split, in 1948, Belishova was rehabilitated as well, and became a member of the Politburo of the Party of Labour of Albania from 1948 to 1960.
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She attended, along with Ramiz Alia, the marxist leninist institute of the Moscow State University in 1952–1954, and married, during this period her second husband, Maqo Çomo, then Minister of Agriculture.