I would rather be right. Winning arguments even if I'm wrong gives me no satisfaction.
I consider your choice to reflect whether you would rather impress people or have certainty in yourself/the subject. Social values or knowledge almost.
EDIT: To clarify a bit (guess it wasn't so self-explanatory):
The second option means that you know you are wrong, but through tact have made the other party and your audience think you won.