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Do you get an indication the heating should be on but isn't?
Do you get a flame indication when calling for heat?
It sounds like the stat is failing to register the temperature correctly, but works correctly otherwise.
If you want to buy a thermostat to work out how far out it is and work around it yourself the that would work, otherwise replace the unit.