"What does the ‘44th Parliament’ signify? "

The 44th Parliament was the 44th to be formed since 1901 when the federal Parliament first met. Currently, there have been 45 elections for the House of Representatives and therefore there have been 45 Parliaments. The Parliamentary Handbook has a list of dates for all the Parliaments.

diagram to help explain What does the ‘44th Parliament’ signify?