I lived in a house overlooking the sea. = I lived in a house that overlooked the sea.
I helped a woman hiding from the law. = I helped a woman who was hiding from the law.
Neither form is preferable to the other. Within a longer essay, you might use one form at one point and the other at another point just to provide some variety in your writing.