It's true. I've learned my lesson after living in Brooklyn and now Queens for the last few years. Just get in the cab, ensure your entire party is in the cab. Shut the doors. Say where you're going and sit tight. I've been fortunate to live by the bridges in both locations so I have an easy counter if they start to argue. Hold your ground!