It means not knowing how much time has passed since something happened.
When to use
Not knowing elapsed time, Recalling memories, Explaining situations
The nuance
Use verb past tense + -(으)ㄴ지 몰라요 to express not knowing how much time has passed since an action. Example: '만난 지 몰라요' means 'I don't know how long we've met.'
