For around 1 to 5° without wind, I'm a huge fan of US Army wool mittens. They are warm and inexpensive.
If there is wind, I add a pair of overmittens (that I always keep in my smock). In fact, i use the same overmittens in "mid cold" temperatures and "deep cold". It's only the insulation...