Additionally, the regularizer will penalize words in each of the other three groups collectively.
if (for example) ligament is deemed a useful feature for classifying an article to be about sports, then the other words in that topic will have a smaller effective penalty for getting nonzero weights-even weights of the opposite sign as w ligament .