U.S. beef producers on Wednesday reacted cautiously to a pledge by China’s premier to lift a ban on U.S. beef imports that has restricted access to the market for more than a decade.

Industry officials said the lack of a clear timeline for lifting the de facto import ban in place since 2003 limited the potential upside for an industry reeling from rising supplies and a sharp drop in prices.

Chinese...