The signal-to-noise ratio in Twitter is already low as it is. Most tweets contain links, lots of users are followers but are not followed.
Sure, combining several clever heuristics can reduce spam levels, and no doubt Twitter must attack this aspect if it wants to stay relevant.
But can you put your finger on what exactly constitutes spam in a platform that is so noisy?