CHICAGO—Beef Products Inc., the maker of a ground-beef additive dubbed "pink slime" by critics, said it would close three of its four plants as it struggles to recover from the controversy.

Beef Products plans to close facilities in Amarillo, Texas; Garden City, Kan.; and Waterloo, Iowa, on May 25. The move will trigger more than 650 job cuts.

The...