R^2 is the coefficient of determination. R^2 = 0 means absolutely no correlation. R^2 = 1 means perfet correlation. Basically, it's just higher the R^2 = higher the correlation.
Here the wikipedia definition:
Coefficient of determination - Wikipedia, the free encyclopedia