Romeo, 23, has won two caps for Argentina and is an attacker while Romagnoli is a 20-year-old midfielder who has already made 84 appearances for his Argentine club.
Bayer have a history of signing up-and-coming South Americans with Argentine international Diego Placente and Brazillan trio Ze Roberto (pictured), Lucio and Marquinhos already at the BayArena.