Here's what Siemens says for one of their radar level transmitters:
The an offscale low or offscale high level is likely to trip alarms, which is one means of knowing that measurement is invalid. Whether high of low depends on what happens, whether pumps turn or off.
Holding at the last value might not alert anyone to the failure condition.