Bloom, 33, and Kerr, 27, have dated since 2007.
The actor's film credits include the "Lord of the Rings" and "Pirates of the Caribbean" blockbusters.
Kerr frequently appears in Victoria's Secret campaigns.
McPhee, Cokas 'working on their marriage' after affair
Astronomers offer more expansive view of universe