From Wikipedia:
"Does tempering increase strength?
The reduction in hardness is usually accompanied by an increase in ductility, thereby decreasing the brittleness of the metal. ... Higher tempering temperatures tend to produce a greater reduction in the hardness, sacrificing some yield strength...