You can remember the meaning of 一无所知 with this easy mnemonic:
I am the one (一) and only person who does not (无) know anything about the place (所) of the treasure. Everyone else knows (知) but me.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.