I imagine this inaccuracy is because the nearest stations are over four hours away. I also imagine four hours to the nearest station is common for a large portion of the globe. I suspect this difference in forecasted temperature and the actual temperature is increasingly large the further back you go in time.
It seems like there is a lot of noise and dirty data to be so confident about a couple degree increase.