Yes, the throwing has no effect or little to not notice any change.
So the penalty is pretty useless on throwing weapons.
Tested with: Throwing axes, Throwing Lances, Javs, and of course smoke bombs.
Could of been a update that effected them at some point that pretty much made the penalty go away.