unless you were married when you became pregnant, until, unless, somebody establishes paternity, even he has no rights let alone his girlfriend.
The only time I have heard of visitation for a non-relative was when there was some established relationship that the court felt should be continued for the well being of the child. It usually requires the relationship to be lengthy and meaningful. It doesn't sound like that is the situation here.