Dubai World broke six days of market-roiling silence early Tuesday morning, saying it was negotiating to restructure $26 billion in debt and anticipated a deal quickly.

The announcement, just after midnight local time, came after Dubai government officials said the emirate wasn't obligated to step in and support the state-owned conglomerate. The disclosure sparked a rally in U.S. markets just before Monday's close.

Stock...