What factors cause a turbine aircraft to have decreasing fuel burn over time?
Per this paper:

Fuel consumption increases (approximately) linearly with aircraft weight, because weight corresponds to required thrust and thrust corresponds to fuel consumption.

The paper lists other fuel consumption factors as well.  But, as you suspected, aircraft weight is a dominant factor.