Naive Semantics - What does it mean when someone says it's semantics?

The phrase "it's just a matter of semantics" is often used to downplay a disagreement by suggesting that the issue at hand is merely a matter of the specific meanings of words or the way they are used, rather than a substantial difference in ideas or beliefs.