Another caveat of the 7107 is that while it is almost the same pinout as the 7106, there are 2 very different pins. Power is only allowed to be 5V, not anything between 4 to 9V, and the common pin ( which was BP on the 7106) is likely to have 100mA of current flowing in it. As well you need a -5V rail, which is required to be as well regulated as the positive rail, but it can be made using the on chip oscillator and a pair of CMOS inverters driving a diode voltage inverter so you only need a 5V rail.
Another caveat is the chip using the on board reference is going to have issues on display counts, as the drivers heat up the chip in operation. Most common is an input just short of full scale, where it will blink slowly between 1999 and - as the die alternately heats and cools.