Goldman Sachs’s partnership is shrinking under a new chief executive who wants to restore its exclusivity.

At least a dozen Goldman partners are negotiating their exits from the firm that are likely to be announced in coming weeks, executives said. They would add to a spike in departures already this year among Goldman’s partners, whose title has inspired envy across Wall Street for decades but lost some of its luster in recent years.