I'm not saying Go's error handling is better than Java's. But I've written some relatively large and complicated projects in Go (like the Linux $SHELL and REPL scripting language I'm currently coding this very moment) and error handling really is the least of the problems I've been having. Sure, Go's idioms do get in my way from time to time. But on balance Go's idioms save me more time than it wastes. Which is why I keep coming back to Go despite having used more than a dozen other languages in anger. But that's my workflow and my personal preference. Others will find the reverse to be true and I wouldn't be complaining that their language should be more like Go.
Frankly I think people waste too much time comparing languages. Just try something and if it doesn't work, move on. Don't assume your personal preference is a benchmark for how all languages should be designed as there will be a million other developers whose personal preference will exactly oppose you.
But in most cases it is unnecessary since you always have the line number and type of exception printed out as part of the stack trace.
Because you can put more meaningful error messages due to the granularity of the checking. This has made debugging things a lot easier at times.