Prime Minister Edi Rama had warned that the Socialist Party's list of candidates for MPs should have "new blood".
For the next parliament, a full 24 MPs will be absent, having been replaced by new names, some of whom were selected by the "Deputy We Want" platform.
Among the names that stand out are those of Petro Koçi, Nasip Naço, Ilir Metaj, but also Paulin Stërkaj.
Meanwhile, some of the current MPs are on open lists, which puts them at risk of being part of the new Parliament.
The full list of Socialist MPs who remained off the lists
Nasip Naco
Petro Koci
Agron Cela
Clevis Xhoxhi
Lavdrim Krashi
Ilir Metaj
Gerta Duraku
Bujar Cela
Eduard Ndreca
Niko Kuri
Anduel Tahiraj
Paulin Sterkaj
Hope Marnoi
Laert Duraj
Baftjar Zeqaj
Mirela Pitushi
Ismet Beqiraj
Lindita Buxheli
Tatiana Piro
Ilir Topi
Bardhyl Kollchaku
Spring Resulaj
Teuta Rama
Denis Deliu