Do you leave the oven thermometer inside the oven while you are baking?
In your case it's definitely worth leaving it in, because it will help you get to the bottom of whether things are burning because the temperature keeps rising during cooking.

Oven thermometers are generally designed so that they can be left in. I prefer the type that can hang from a rack