You can remember the meaning of 追查 with this easy mnemonic:
Let's chase (追) after the bad guy and do some research (查) so we can try to find out who the real culprit is.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.