There is a huge difference between men and women in general.
The article you've linked merely covers intelligence (which is only PART of what people are).
And even there you have missed an elephant in the room:
"...The differences in average IQ between men and women are small in magnitude and inconsistent in direction, although the variability of male scores has been found to be greater than that of females, resulting in more males than females in the top and bottom of the IQ distribution..."
and I don't quite get why did you even link that:
"...There are however differences in the capacity of males and females in performing certain tasks, such as rotation of object in space, often categorized as spatial ability. Other traditionally male advantages, such as in the field of mathematics, are not so clear-cut..."
Yay, we are not different... Somehow...