You can remember the meaning of 超过 with this easy mnemonic:
Do you think you can overtake (超) and surpass that guy? He's already passed (过) by me so many times, I think we're losing the race!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.