Can a relationship with Poor Communication Last?

I can't talk to my other half very long without us getting into an argument. Every conversation seems to turn into a loud screaming match. We can't sit down to have one single full conversation without some type of misunderstanding. What to do its driving me crazy.

He will Start something and than not finish because he takes something I said in between the wrong way.