In HTTP 1.0, if both the client and server support keep alive then the connection will be persisted and multiple requests can use the same connection without handshaking each time, benefitting the session by slightly reducing request/response time.
In HTTP 1.1, connections are keep alive by default so this is the expected behaviour.
This happens within the session - another browser window would constitute another session, so there would be no connection sharing and therefore no benefit.