I've said it on HN before. You need to be willing to spend some effort self-curating your feed. Only follow people you're interested in, use the settings feature to mute tweets containing certain words or phrases, and make heavy use of the lists feature.

Once you've done all that it's much better. Of course you can't think of everything so some stuff slips through but that's a given for anything.