Can illegals live on US soil while being in the process of obtaining legal citizenship?

From what I hear, legally immigrating to the US is very difficult and requires a long wait time. So, can one live on US soil while being in the process of gaining legal citizenship?

Can illegals live on US soil while being in the process of obtaining legal citizenship?
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