I work for the professor from the article (but not on TextRunner).

We're working on extracting meaning from reviews as well: http://revminer.com/

At the moment, it only has reviews of Seattle places (restaurants, hotels, etc.) but we're moving it mobile. It's written using node.js and socket.io; I'd be interested in hearing any feedback.