Zuma, whose presidency has been engulfed by corruption scandals, is due to deliver the annual state of the nation address on Thursday, despite growing calls for him to step down.
Many African National Congress (ANC) members are pushing for Cyril Ramaphosa, the new head of the party, to replace Zuma as president immediately.
But Zuma loyalists have said that the president should complete his second and final term in office, which would end when elections are held next year.
"Yes, it is happening, it will be dealing with this situation," a party official told AFP, declining to be named, in reply to a question about the meeting and media speculation over Zuma's possible exit.
Zuma's presidency has been dominated by graft scandals. He faces several court cases, including over 783 payments he allegedly received linked to an arms deal before he came to power in 2009.
His hold on the ANC was shaken when his chosen successor -- his former wife Nkosazana Dlamini-Zuma -- lost out to Ramaphosa in the closely-fought race to be party leader in December.
He could also be recalled by the ANC, forcing him to step down.
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