From what I understand the modern alkaline batteries are pretty much free from the danger of leaking, that is apart from the cheap rubbish that comes out of China.
The difference is in the voltage, the silver oxides retain a constant voltage throughout their life whereas the voltage of the alkaline batteries slowly drops off until it is unable to supply adequate power to light the display.
The general consensus of opinion is that the silver oxide is better suited to the LED watch.