WASHINGTON—Beijing’s announcement Thursday that the U.S. and China have mutually agreed to roll back tariffs as part of a “phase one” trade accord lifted financial markets, but questions remained over how much ground—if any —the Trump administration had agreed to give.

Optimism that the trade war was finally nearing an end was raised by comments from a Chinese Commerce Ministry spokesman in Beijing on Thursday.

“If...