I have to agree with Bob Carpenter, the title is a bit much:
From the post:
Whew, that was a long title. Luckily, the paper’s worth it:
It’s a paper that shows you how to use active learning to build reasonably high-performance classifier with only minutes of user effort. Very cool and right up our alley here at LingPipe.
Both the paper and Bob’s review merit close reading.